From 0aff6d423f7c7b0c58aff12a34eb467683de90cf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sun, 25 Oct 2026 16:33:52 +0000
Subject: [PATCH 01/44] Train and query the SPI stage-1 forests on the SPI age
 band (uk-data#628)

The SPI tape gives age only as a band (AGERANGE), so the age drawn for each
donor inside its band carries no income pattern: the stage-1 forest learned
none, and twins in one band faced conditionals that differed only by that
noise. The tape and reference forests now read the band code instead: the
tape's own code, composite records (-1) as a band of their own, and the band
of a frame person's whole-year age. at_or_over_spa keeps the State Pension
split inside a band. The cross-fit fold cells key on the band, since they key
on the predictor values. The drawn ages stay on the donor for the band pools.

Regenerated: source_stages.json (in step with sources.yaml), the release
input coverage manifest and the H2 parity fixture. The SPI engine tests read
the band and count the reference forest once per cross-fit fold in use.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1095-spi-forest-age-band.changed.md       |  1 +
 .../uk/release_input_coverage_manifest.json   | 44 ++++++------
 .../src/microcosm/build/uk/source_stages.json |  4 +-
 .../src/microcosm/build/uk/spec/sources.yaml  |  4 +-
 .../microcosm/build/uk_runtime/spi_income.py  | 37 +++++++---
 .../build/uk_runtime/spi_rank_transport.py    | 12 ++--
 .../microcosm/build/uk_runtime/spi_spine.py   |  4 +-
 .../tests/engine/uk/test_uk_spi_income.py     | 20 ++++--
 .../engine_free/uk/test_uk_spi_pension_age.py | 36 ++++++----
 .../uk/test_uk_spi_rank_transport.py          | 31 ++++++---
 .../sources/cgt_asset_type_facts.json         | 56 +++++++--------
 .../parity/uk_spine/sources/fixture.json      |  4 +-
 .../sources/property_purchase_targets.json    |  6 +-
 .../sources/property_rental_facts.json        | 68 +++++++++----------
 .../fixtures/parity/uk_spine/uk_spine.json    |  2 +-
 15 files changed, 187 insertions(+), 142 deletions(-)
 create mode 100644 changelog.d/1095-spi-forest-age-band.changed.md

diff --git a/changelog.d/1095-spi-forest-age-band.changed.md b/changelog.d/1095-spi-forest-age-band.changed.md
new file mode 100644
index 0000000000..95ed696e46
--- /dev/null
+++ b/changelog.d/1095-spi-forest-age-band.changed.md
@@ -0,0 +1 @@
+The UK SPI income stage's stage-1 tape and reference forests now read the SPI age band, not an age (uk-data#628). The 2022-23 SPI tape gives age only as a band (AGERANGE), so the age the stage draws for each donor inside its band carried no income pattern: the forest learned none, and FRS twins in one band were drawn from conditionals that differed only by that noise. The predictor `spi_age_band` is the tape's own AGERANGE code, with composite records (-1) as a band of their own, and for a frame person the band of their whole-year age; `at_or_over_spa` still carries the State Pension split inside the 65-74 band. The cross-fit fold cells key on the band too, since they key on the predictor values. The drawn donor ages are kept for the band pools' State Pension side. The stage receipt's `stage1_age_predictor` names the rule.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
index 2bdf142a49..3648934ef0 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
@@ -470,7 +470,7 @@
    "required_mass_change_reason": "Capital-gains incidence anchor moves the mass of non-liable clone households back to their paired originals until the sub-exempt and loss-making clone mass match the Advani-Summers reporter composition at the redrawn liable mass; every pair's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, the HMRC Table 3 redrawn gains on the spine and Advani-Summers capital-gains incidence"
@@ -493,7 +493,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, and Advani-Summers capital-gains incidence"
@@ -516,7 +516,7 @@
    "required_mass_change_reason": "Capital-gains residential split divides every household carrying liable gainers into arms weighted by the solved residential probabilities, one arm per subset of residential gainers; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative) on the amounts the Table 3 redraw placed"
@@ -538,7 +538,7 @@
    "required_mass_change_reason": "Capital-gains support split divides the wealthiest households of each HMRC Table 3 income band into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "HMRC Capital Gains Tax statistics, July 2026 release, Table 3 for 2024-25, via the vendored conditioning facts",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support and HMRC Capital Gains Tax statistics Table 3 (2024-25 individuals by size of gain and taxable income)"
@@ -567,7 +567,7 @@
    "required_mass_change_reason": "ETB public-services imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab, DfT rail fare index, and public NHS activity/cost table.",
     "survey": "Effects of Taxes and Benefits 1977-2024 and NHS age-gender public table"
@@ -587,7 +587,7 @@
    "required_mass_change_reason": "ETB VAT expenditure-rate imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab and cited VAT anchor resource.",
     "survey": "Effects of Taxes and Benefits 1977-2024"
@@ -609,7 +609,7 @@
    "required_mass_change_reason": "High-value home support divides every owner household in the top value stratum of its region into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "Microcosm structural operator (microcosm#1240 fix 1); no publisher input",
     "survey": "Family Resources Survey 2024-25 and SPI synthetic support, after the WAS wealth draw and the regional property uprating"
@@ -630,7 +630,7 @@
    "required_mass_change_reason": "CGT asset-type assignment on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative), Table 4.1 (individuals claiming Business Asset Disposal Relief or Investors' Relief by band of qualifying gain, 2024-25, administrative) and Table 7 (disposals, proceeds and gains by asset type, 2023-24, sample-based), vendored from the pinned Chronicle feed"
@@ -654,7 +654,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "conditioning_resource": "hmrc_cgt_conditioning_facts.json",
     "conditioning_resource_sha256": "e54cdad4cfe4498bfddb329d6b0aef468ea542a55c1970df574859626a3d19d3",
@@ -744,7 +744,7 @@
     "full_frs_tei_band_unavailable"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "hmrc_surface": "2023-24",
     "mapped_build_period": "2024",
@@ -812,7 +812,7 @@
    "required_mass_change_reason": "LCFS consumption imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "UK Data Service SN 9603 Living Costs and Food Survey 2024-25 (2nd edition) household/person tabs and the vendored Chronicle facts for NEED 2024 mean kWh, DESNZ Energy Trends and QEP average prices paid for calendar 2024, road-fuel outturn (DESNZ, HMRC, ONS Consumer Trends) and road fuel by vehicle type (DESNZ), ONS Consumer Trends household spending by COICOP division, the DfT VEH1103 licensed-car stock, NTS bus use, and the DfT and devolved bus finance tables and fares indices.",
     "survey": "Living Costs and Food Survey 2024-25"
@@ -838,7 +838,7 @@
    "required_mass_change_reason": "NTS bus-travel imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "Department for Transport National Travel Survey, UK Data Service SN 5340 (End User Licence, 19th edition, November 2025), DOI 10.5255/UKDA-SN-5340-19; local licensed tab files (household, individual, trip); England residents only from 2013.",
     "survey": "National Travel Survey 2002-2024"
@@ -858,7 +858,7 @@
    "required_mass_change_reason": "Private-school attendance stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "policyengine-uk attends_private_school (the gov.simulation.private_school_vat attendance rates and factor), evaluated by the pinned engine",
     "survey": "policyengine-uk private-school attendance imputation, stored at the spine's weights"
@@ -881,7 +881,7 @@
     "property_finance_costs"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/property-rental-income-statistics",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Property Rental Income Statistics 2026 (tax year 2024-25)"
@@ -902,7 +902,7 @@
    "required_mass_change_reason": "Annual property purchases imputed on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/uk-stamp-tax-statistics",
     "survey": "HMRC Annual Stamp Tax Statistics 2024 to 2025 (corrected 11 March 2026), Tables 6b, 8a and 8b"
@@ -925,7 +925,7 @@
     "property_wealth"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "uk/high_value_home_value_knots.json, built by tools/build_uk_high_value_home_stock.py from PolicyEngine/chronicle#343's registrations",
     "survey": "HM Land Registry Price Paid latest sales uprated with the UK House Price Index, owner-weighted by region (the dense value node's knots, region level)"
@@ -949,7 +949,7 @@
     "non_residential_property_value"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "MHCLG dwellings and the UK House Price Index regional average price averaged over the twelve months of calendar 2024 from the July 2026 full file, the frame's valuation basis, so the engine's annual uprating from 2024 projects the value once (microcosm#1240 fix 5).",
     "survey": "Public regional property reference"
@@ -977,7 +977,7 @@
     "employment_income"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "HMRC, Salary sacrifice reform for pension contributions effective from 6 April 2029",
     "survey": "Family Resources Survey 2024-25 salary-sacrifice respondents and HMRC salary-sacrifice reform analysis"
@@ -1010,7 +1010,7 @@
     "household_source_id"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "Reserved SPI support households for the HMRC Table 2.5 total-income bands from GBP 200,000, stacked at the published band taxpayer count over the donors per band (PolicyEngine/chronicle#280 lane).",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Income Tax liabilities statistics July 2026 Table 2.5"
@@ -1032,7 +1032,7 @@
     "student_loan_plan"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "Explore Education Statistics Table 6a, Higher education total",
     "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
@@ -1054,7 +1054,7 @@
    "required_mass_change_reason": "WAS Lifetime ISA imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "Wealth and Assets Survey round 8"
@@ -1093,7 +1093,7 @@
    "required_mass_change_reason": "WAS wealth imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5c531c2ab2c429b409be72e03a079bc0f35f54a3f6330498d84a9299ee86d906",
+   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed 2006-22 household tab.",
     "survey": "Wealth and Assets Survey round 8"
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 6754901554..243e7ce83d 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -1903,7 +1903,7 @@
       "spi_losses_brought_forward_draw": "self_employment_income"
      },
      "predictors": [
-      "age",
+      "spi_age_band",
       "gender",
       "region",
       "main_source",
@@ -1977,7 +1977,7 @@
       "seed": 45,
       "n_estimators": 100,
       "folds": 5,
-      "fold_key": "predictor cell (gender, region, whole-year age, main_source, has_pay, has_trade, at_or_over_spa), the fold being floor(uniform x folds) of the cell's stable_identity_uniforms draw at the stage seed and salt spi_stage1:reference_fold; each fold's recipients are located by a forest fitted on the other folds, so the forest that locates a copy never saw its twin, and every row of a cell is located by one forest",
+      "fold_key": "predictor cell (gender, region, spi_age_band, main_source, has_pay, has_trade, at_or_over_spa), the fold being floor(uniform x folds) of the cell's stable_identity_uniforms draw at the stage seed and salt spi_stage1:reference_fold; each fold's recipients are located by a forest fitted on the other folds, so the forest that locates a copy never saw its twin, and every row of a cell is located by one forest",
       "method": "Rosenblatt transport (microcosm#840): each drawn recipient's twin values are located on the reference forest, the sign uniform in the gate's cumulative class probabilities and the quantile on the sign's magnitude forest, each leaf chained on the twin's observed earlier leaves, and the stage-1 forest draws at those uniforms, so the recipient receives the SPI income of someone in the same position among SPI people like it as the twin holds among FRS people like it. taxable_savings_interest is savings_interest_income less tax_free_savings_income, floored at zero. A leaf without an analogue, or whose analogue is degenerate on the FRS rows, draws at identity-keyed uniforms, as do the placements inside a class or a flat stretch of a conditional; no model random stream is consumed. The reference locates a leaf given the twin's observed earlier analogue leaves, while the stage-1 forest draws it given every earlier output, the identity-uniform leaves included, so the located quantile is read off a conditional the identity draws also shape (microcosm#840 follow-up: the chain order). A full build refuses a reference the predictor cells cannot cross-fit (only a sampled rung or a synthetic fixture may locate in-sample, and its receipt says so), a recipient whose fold differs from its twin's, and a reference whose sign classes differ from the stage-1 forest's on any located target.",
       "receipt": "per target the analogue, the FRS regime and sign classes, the uniform source and the Kolmogorov-Smirnov distance of the sign uniforms and of the quantiles over positive rows from U[0,1), overall and by main_source over at least 10 rows; a positive-row count under 10 is withheld; the counts in the stage evidence stay with the build and are not published"
      },
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index f056d5b181..e345b7ff38 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -1647,7 +1647,7 @@ stages:
       spi_profit_before_losses_draw: self_employment_income
       spi_losses_brought_forward_draw: self_employment_income
     predictors:
-    - age
+    - spi_age_band
     - gender
     - region
     - main_source
@@ -1712,7 +1712,7 @@ stages:
       seed: 45
       n_estimators: 100
       folds: 5
-      fold_key: 'predictor cell (gender, region, whole-year age, main_source, has_pay, has_trade, at_or_over_spa), the fold being floor(uniform x folds) of the cell''s stable_identity_uniforms draw at the stage seed and salt spi_stage1:reference_fold; each fold''s recipients are located by a forest fitted on the other folds, so the forest that locates a copy never saw its twin, and every row of a cell is located by one forest'
+      fold_key: 'predictor cell (gender, region, spi_age_band, main_source, has_pay, has_trade, at_or_over_spa), the fold being floor(uniform x folds) of the cell''s stable_identity_uniforms draw at the stage seed and salt spi_stage1:reference_fold; each fold''s recipients are located by a forest fitted on the other folds, so the forest that locates a copy never saw its twin, and every row of a cell is located by one forest'
       method: 'Rosenblatt transport (microcosm#840): each drawn recipient''s twin values are located on the reference forest, the sign uniform in the gate''s cumulative class probabilities and the quantile on the sign''s magnitude forest, each leaf chained on the twin''s observed earlier leaves, and the stage-1 forest draws at those uniforms, so the recipient receives the SPI income of someone in the same position among SPI people like it as the twin holds among FRS people like it. taxable_savings_interest is savings_interest_income less tax_free_savings_income, floored at zero. A leaf without an analogue, or whose analogue is degenerate on the FRS rows, draws at identity-keyed uniforms, as do the placements inside a class or a flat stretch of a conditional; no model random stream is consumed. The reference locates a leaf given the twin''s observed earlier analogue leaves, while the stage-1 forest draws it given every earlier output, the identity-uniform leaves included, so the located quantile is read off a conditional the identity draws also shape (microcosm#840 follow-up: the chain order). A full build refuses a reference the predictor cells cannot cross-fit (only a sampled rung or a synthetic fixture may locate in-sample, and its receipt says so), a recipient whose fold differs from its twin''s, and a reference whose sign classes differ from the stage-1 forest''s on any located target.'
       receipt: per target the analogue, the FRS regime and sign classes, the uniform source and the Kolmogorov-Smirnov distance of the sign uniforms and of the quantiles over positive rows from U[0,1), overall and by main_source over at least 10 rows; a positive-row count under 10 is withheld; the counts in the stage evidence stay with the build and are not published
     identity_uniforms:
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index f88a6937c6..793935cb10 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -163,8 +163,11 @@
 SPI_MAIN_SOURCE_LEVELS = ("pay", "pension", "trade", "other")
 SPI_BRIDGE_PREDICTOR_COLUMNS = ("main_source", "has_pay", "has_trade", "at_or_over_spa")
 SPI_STAGE1_CATEGORICAL_PREDICTORS = ("gender", "region", "main_source")
+#: The stage-1 forests' age predictor: the SPI AGERANGE band, not an age
+#: (uk-data#628). See SPI_STAGE1_AGE_PREDICTOR_RULE.
+SPI_STAGE1_AGE_BAND_COLUMN = "spi_age_band"
 SPI_STAGE1_PREDICTOR_COLUMNS = (
-    "age",
+    SPI_STAGE1_AGE_BAND_COLUMN,
     "gender",
     "region",
     *SPI_BRIDGE_PREDICTOR_COLUMNS,
@@ -406,13 +409,20 @@
     "Pension age, and the band's below-State-Pension-age population share is "
     "drawn from its non-recipients"
 )
-#: Donors carry a drawn fractional age and frame people a whole-year one, so
-#: the stage-1 forest is queried at the middle of each person's year of age.
-#: At the whole year a person sits on any split the forest places at that
-#: birthday; at State Pension age, below which no donor draws State Pension,
-#: about half of the frame's 66-year-olds drew a 65-year-old donor's zero
-#: State Pension leaf (microcosm#1069, c4 measurement arm).
-SPI_STAGE1_QUERY_AGE_RULE = "whole-year age plus half a year"
+#: The tape gives age only as a band, so a donor's drawn age carries no income
+#: pattern within its band: a forest trained on it learns none, and twins of
+#: one band faced conditionals that differed only by that noise
+#: (uk-data#628). The stage-1 tape and reference forests are trained and
+#: queried on the band code instead: the tape's own AGERANGE code, composite
+#: records (-1) as a band of their own, and the band of a frame person's
+#: whole-year age. The State Pension split inside a band is at_or_over_spa's.
+#: The drawn ages stay on the donor for their other readers (the band pools'
+#: State Pension side).
+SPI_STAGE1_AGE_PREDICTOR_RULE = (
+    "the SPI 2022-23 AGERANGE band code: the tape's own code, composite "
+    "records (-1) as a band of their own, and the band of a frame person's "
+    "whole-year age"
+)
 _SPI_REGION_MAP = {
     1: "NORTH_EAST",
     2: "NORTH_WEST",
@@ -848,7 +858,7 @@ def impute_uk_spi_income_support(
     donor = _prepare_spi_donor(raw_donor, seed=seed, age_model=donor_age_model)
     donor_age_draw = {
         **donor.attrs.get("age_draw", {}),
-        "stage1_query_age": SPI_STAGE1_QUERY_AGE_RULE,
+        "stage1_age_predictor": SPI_STAGE1_AGE_PREDICTOR_RULE,
     }
     donor_full = donor
     donor_fit_weights = donor["FACT"].to_numpy(dtype=np.float64)
@@ -1834,6 +1844,9 @@ def _prepare_spi_donor(
     # The published age band travels with the record so band pools can match
     # a carrier's age band; composites (-1) have none and never age-match.
     donor["agerange"] = age_codes.to_numpy(dtype=np.int64)
+    # The stage-1 forests read the band itself, a composite's -1 included
+    # (uk-data#628).
+    donor[SPI_STAGE1_AGE_BAND_COLUMN] = age_codes.to_numpy(dtype=np.float64)
     # The bridge predictors (microcosm#840): main_source and has_pay from the
     # leaves, as on the twin; has_trade and at_or_over_spa from the published
     # indicator codes, the leaves serving a composite record without codes;
@@ -2200,11 +2213,13 @@ def _stage1_query_predictors(
     *,
     state_pension_age: int,
 ) -> pd.DataFrame:
-    """Stage-1 query predictors: age at the middle of the year of age, and the
+    """Stage-1 query predictors: the SPI band of the whole-year age, and the
     bridge predictors derived from the row's own (the twin's) leaves."""
 
     predictors = _person_predictors(person, household, income_predictors=())
-    predictors["age"] = np.floor(predictors["age"].to_numpy(dtype=np.float64)) + 0.5
+    predictors[SPI_STAGE1_AGE_BAND_COLUMN] = _spi_agerange_codes(
+        np.floor(predictors["age"].to_numpy(dtype=np.float64))
+    ).astype(np.float64)
     bridge = _person_bridge(person, state_pension_age=state_pension_age)
     for column in SPI_BRIDGE_PREDICTOR_COLUMNS:
         predictors[column] = bridge[column].to_numpy()
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py
index d11eb52133..1a2db1e266 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py
@@ -32,7 +32,7 @@
 conditional's mass, so its located quantile was mostly the random placement
 inside that atom and the draw kept under half of the twin's rank within a
 cell. The rows are therefore split into folds by a stable hash of their
-predictor cell (gender, region, whole-year age and the four bridge
+predictor cell (gender, region, SPI age band and the four bridge
 predictors), each fold's recipients are located by a forest fitted on the
 other folds, and because a copy shares its twin's cell, the forest that
 locates it never saw the twin. Keying the folds on the cell rather than the
@@ -95,11 +95,12 @@
 SPI_TRANSPORT_FOLDS = 5
 #: The fold draw's salt; the fold of a cell is ``floor(uniform * folds)``.
 SPI_TRANSPORT_FOLD_SALT = "spi_stage1:reference_fold"
-#: The columns whose values name a predictor cell, age at the whole year.
+#: The columns whose values name a predictor cell: the stage-1 predictors,
+#: age as its SPI band (uk-data#628).
 SPI_TRANSPORT_CELL_COLUMNS = (
     "gender",
     "region",
-    "age",
+    "spi_age_band",
     "main_source",
     "has_pay",
     "has_trade",
@@ -239,7 +240,7 @@ def cell_fold_ids(
     """Assign every row to a fold by a stable hash of its predictor cell.
 
     ``predictors`` holds the raw (unencoded) stage-1 predictors; a cell is the
-    tuple of :data:`SPI_TRANSPORT_CELL_COLUMNS` with age at the whole year.
+    tuple of :data:`SPI_TRANSPORT_CELL_COLUMNS`.
     The fold is ``floor(uniform * used)`` of the cell's identity-keyed
     uniform, so two frames whose rows share a cell share its fold. ``used``
     is ``folds`` capped at the number of distinct cells in ``predictors``, or
@@ -252,9 +253,6 @@ def cell_fold_ids(
     if missing:
         raise ValueError(f"fold cells need predictor column(s) {missing}.")
     cells = predictors[list(SPI_TRANSPORT_CELL_COLUMNS)].copy()
-    cells["age"] = np.floor(
-        pd.to_numeric(cells["age"], errors="coerce").to_numpy(dtype=np.float64)
-    )
     keys = cells.astype(str).agg("|".join, axis=1).to_numpy()
     if used is None:
         used = min(folds, len(set(keys.tolist())))
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
index f3e54ee5d9..570adb8a09 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
@@ -279,8 +279,8 @@
 # applies to every declared parameter: it needs (1) a drift assert and (2) an
 # executed-effect receipt, or an explicit absence statement. Seeded draws use
 # twin-build determinism as their executed-effect receipt.
-#: Age, gender and region, then the four bridge predictors the tape and the
-#: twin derive from their own leaves (microcosm#840).
+#: The SPI age band (uk-data#628), gender and region, then the four bridge
+#: predictors the tape and the twin derive from their own leaves (microcosm#840).
 SPI_SPINE_STAGE1_PREDICTORS = SPI_STAGE1_PREDICTOR_COLUMNS
 SPI_SPINE_STAGE1_CATEGORICAL_PREDICTORS = SPI_STAGE1_CATEGORICAL_PREDICTORS
 #: The stage-1 draw: each drawn recipient's twin is located on the FRS
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
index 9008564d2c..3cf044fc7d 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
@@ -348,7 +348,13 @@ def test_spi_qrf_stages_use_typed_weights_and_restore_gross_savings(
         allow_in_sample_reference=True,
     )
 
-    assert _FakeQRF.fit_weight_kinds == ["design", "importance", "importance"]
+    # The reference forest is fitted once per cross-fit fold in use (the
+    # transport receipt's ``folds``), all under its one fit record.
+    assert _FakeQRF.fit_weight_kinds == [
+        "design",
+        *["importance"] * result.stage1_transport["folds"],
+        "importance",
+    ]
     assert [
         (record.fit_name, record.weight_kind) for record in result.fit_weight_records
     ] == [
@@ -928,9 +934,15 @@ def predict_from_uniforms(self, predictors, *, quantiles, sign_uniforms):
     )
     stage1 = captured["stage1"]
     assert stage1["rows"] == result.spi_prediction_rows == 3
-    assert {"has_pay", "has_trade", "at_or_over_spa", "main_source_pay", "age"} <= set(
-        stage1["columns"]
-    )
+    assert {
+        "has_pay",
+        "has_trade",
+        "at_or_over_spa",
+        "main_source_pay",
+        spi_income.SPI_STAGE1_AGE_BAND_COLUMN,
+    } <= set(stage1["columns"])
+    # The forest reads the band, never the age drawn inside it (uk-data#628).
+    assert "age" not in stage1["columns"]
     # The no-analogue leaf's sign uniform is the identity-keyed one for the
     # drawn recipients, in their order.
     age_domain = (result.person[channel] == "spi") & result.person["age"].ge(16)
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_pension_age.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_pension_age.py
index cc16e1631c..88b10ac05c 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_pension_age.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_pension_age.py
@@ -271,11 +271,13 @@ def test_band_resample_without_age_pooling_keeps_the_legacy_pools() -> None:
     assert receipt["bands"][0]["age_matched_carriers"] == 0
 
 
-def test_stage1_queries_sit_at_the_middle_of_the_year_of_age() -> None:
+def test_stage1_queries_carry_the_spi_age_band() -> None:
+    # The forests read the SPI AGERANGE band of the whole-year age, not an
+    # age (uk-data#628): 24 is in 16-24 (1), 66 in 65-74 (6), 75 in 75+ (7).
     person = pd.DataFrame(
         {
             "person_household_id": [1, 1, 2],
-            "age": [65, 66, 74],
+            "age": [24, 66, 75],
             "gender": ["MALE", "FEMALE", "MALE"],
             # The bridge predictors read the row's own leaves (microcosm#840).
             "employment_income": [20_000.0, 0.0, 0.0],
@@ -291,34 +293,39 @@ def test_stage1_queries_sit_at_the_middle_of_the_year_of_age() -> None:
         person, household, state_pension_age=66
     )
 
-    assert predictors["age"].tolist() == [65.5, 66.5, 74.5]
+    assert predictors[spi_income.SPI_STAGE1_AGE_BAND_COLUMN].tolist() == [1.0, 6.0, 7.0]
+    assert "age" not in predictors.columns
     assert predictors["region"].tolist() == ["LONDON", "LONDON", "WALES"]
     assert list(predictors.columns) == list(spi_income.SPI_STAGE1_PREDICTOR_COLUMNS)
     assert predictors["main_source"].tolist() == ["pay", "pension", "pension"]
     assert predictors["at_or_over_spa"].tolist() == [0.0, 1.0, 1.0]
 
 
-def test_whole_year_frame_ages_draw_state_pension_from_their_own_year() -> None:
-    # Donors carry a fractional age and State Pension from 66.0. A frame
-    # person aged 66 queried at the whole year sits on the forest's split at
-    # that birthday; at the middle of the year every 66-year-old draws from
-    # the donors who have reached State Pension age (microcosm#1069).
+def test_the_band_and_state_pension_flag_split_state_pension_inside_a_band() -> None:
+    # The forests no longer see an age inside the 65-74 band (uk-data#628),
+    # so the State Pension split there is at_or_over_spa's: a 65-year-old
+    # draws from the band's donors below State Pension age, and 66- and
+    # 67-year-olds from those who have reached it (microcosm#1069).
     from microcosm.frame import WeightKind
 
     rng = np.random.default_rng(0)
     count = 4_000
     ages = rng.integers(60, 75, size=count) + rng.random(count)
+    at_or_over_spa = (ages >= 66.0).astype(float)
     donor = pd.DataFrame(
         {
-            "age": ages,
+            spi_income.SPI_STAGE1_AGE_BAND_COLUMN: spi_income._spi_agerange_codes(
+                np.floor(ages)
+            ).astype(float),
             "gender": np.where(rng.random(count) < 0.5, "MALE", "FEMALE"),
             "region": "LONDON",
+            "at_or_over_spa": at_or_over_spa,
         }
     )
     targets = pd.DataFrame(
         {
             spi_income.SPI_HMRC_STATE_PENSION_INCOME_COLUMN: np.where(
-                ages >= 66.0, 9_000.0 + 1_500.0 * rng.random(count), 0.0
+                at_or_over_spa > 0, 9_000.0 + 1_500.0 * rng.random(count), 0.0
             ),
             "employment_income": np.where(ages < 66.0, 25_000.0, 4_000.0)
             * rng.random(count),
@@ -332,10 +339,13 @@ def test_whole_year_frame_ages_draw_state_pension_from_their_own_year() -> None:
         }
     )
     household = pd.DataFrame({"household_id": [1], "region": ["LONDON"]})
-    # The age rule alone is under test, so the query carries the donor's three
-    # predictors at the middle of the year of age, without the bridge.
     query = spi_income._person_predictors(person, household, income_predictors=())
-    query["age"] = np.floor(query["age"].to_numpy(dtype=float)) + 0.5
+    query[spi_income.SPI_STAGE1_AGE_BAND_COLUMN] = spi_income._spi_agerange_codes(
+        query["age"].to_numpy(dtype=float)
+    ).astype(float)
+    query["at_or_over_spa"] = (query["age"].to_numpy(dtype=float) >= 66.0).astype(float)
+    query = query[list(donor.columns)]
+    assert set(query[spi_income.SPI_STAGE1_AGE_BAND_COLUMN]) == {6.0}
     encoded_donor, encoded_query = spi_income._encode_predictor_pair(donor, query)
     frame = spi_income._person_fit_frame(
         predictors=encoded_donor,
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_rank_transport.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_rank_transport.py
index cdb7253c36..fcf691c669 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_rank_transport.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_rank_transport.py
@@ -265,7 +265,7 @@ def test_cell_folds_share_a_cell_between_twins_and_copies() -> None:
         {
             "gender": ["MALE", "MALE", "FEMALE", "FEMALE", "MALE"],
             "region": ["LONDON"] * 5,
-            "age": [30.5, 30.5, 40.5, 40.5, 50.5],
+            "spi_age_band": [2.0, 2.0, 3.0, 3.0, 4.0],
             "main_source": ["pay", "pay", "pension", "pension", "trade"],
             "has_pay": [1.0, 1.0, 0.0, 0.0, 0.0],
             "has_trade": [0.0, 0.0, 0.0, 0.0, 1.0],
@@ -302,11 +302,15 @@ def test_cross_fit_locates_a_copy_on_a_forest_that_never_saw_its_twin() -> None:
     rng = np.random.default_rng(21)
     n = 600
     ages = rng.integers(25, 60, n).astype(float) + 0.5
+    # The stage's age predictor is the SPI band (uk-data#628): codes 2 to 5.
+    bands = np.floor((ages - 5.0) / 10.0)
+    # Band cells are coarse, so the frame spans regions to fill all five folds.
+    regions = np.array(["LONDON", "WALES", "SCOTLAND", "NORTH_EAST", "SOUTH_WEST"])
     raw = pd.DataFrame(
         {
             "gender": np.where(rng.random(n) < 0.5, "MALE", "FEMALE"),
-            "region": "LONDON",
-            "age": ages,
+            "region": regions[rng.integers(0, len(regions), n)],
+            "spi_age_band": bands,
             "main_source": "pay",
             "has_pay": 1.0,
             "has_trade": 0.0,
@@ -315,7 +319,7 @@ def test_cross_fit_locates_a_copy_on_a_forest_that_never_saw_its_twin() -> None:
     )
     encoded = pd.DataFrame(
         {
-            "age": ages,
+            "spi_age_band": bands,
             "gender_MALE": (raw.gender == "MALE").astype(float),
             "gender_FEMALE": (raw.gender == "FEMALE").astype(float),
         }
@@ -371,7 +375,7 @@ def fit_reference(encoded_train, observed_train):
         located = copies[folds[copies] == fold]
         assert not (set(located.tolist()) & rows_seen)
         assert len(rows_seen) == int((folds != fold).sum())
-    # Within a cell (same whole-year age and gender, and here the same
+    # Within a cell (same SPI age band, gender and region, and here the same
     # earlier leaves) the located pay quantiles are monotone in the twin's
     # pay: one forest locates the whole cell and holds no twin's own value.
     pay = observed["hmrc_spi_pay"].to_numpy()[copies]
@@ -379,8 +383,9 @@ def fit_reference(encoded_train, observed_train):
     cells = pd.DataFrame(
         {
             "cell": (
-                np.floor(ages[copies]).astype(int).astype(str)
+                bands[copies].astype(int).astype(str)
                 + raw.gender.to_numpy()[copies]
+                + raw.region.to_numpy()[copies]
             ),
             "pay": pay,
             "u": located,
@@ -407,7 +412,7 @@ def fit_reference(encoded_train, observed_train):
     # A copy whose fold-key cell moved away from its twin's is refused: the
     # forest that located it could have seen the twin.
     moved = raw.iloc[copies].reset_index(drop=True)
-    moved["age"] = moved["age"] + 7.0
+    moved["spi_age_band"] = moved["spi_age_band"] + 1.0
     with pytest.raises(ValueError, match="differs from its twin's"):
         cross_fit_transport(
             fit_reference,
@@ -427,8 +432,10 @@ def fit_reference(encoded_train, observed_train):
         )
     # A frame of one cell cannot hold anything out: refused unless the caller
     # is a sampled rung or a synthetic fixture, and then the receipt says so.
-    one_cell = raw.iloc[:10].assign(age=30.5, gender="MALE")
-    one_encoded = encoded.iloc[:10].assign(age=30.5, gender_MALE=1.0, gender_FEMALE=0.0)
+    one_cell = raw.iloc[:10].assign(spi_age_band=2.0, gender="MALE", region="LONDON")
+    one_encoded = encoded.iloc[:10].assign(
+        spi_age_band=2.0, gender_MALE=1.0, gender_FEMALE=0.0
+    )
     folds_one, used_one = cell_fold_ids(one_cell, folds=5, seed=42)
     assert used_one == 1
     one_cell_call = dict(
@@ -495,11 +502,13 @@ def test_cross_fit_refuses_folds_that_disagree_on_sign_classes() -> None:
     rng = np.random.default_rng(5)
     n = 400
     ages = rng.integers(25, 60, n).astype(float) + 0.5
+    # The stage's age predictor is the SPI band (uk-data#628): codes 2 to 5.
+    bands = np.floor((ages - 5.0) / 10.0)
     raw = pd.DataFrame(
         {
             "gender": np.where(rng.random(n) < 0.5, "MALE", "FEMALE"),
             "region": "LONDON",
-            "age": ages,
+            "spi_age_band": bands,
             "main_source": "pay",
             "has_pay": 1.0,
             "has_trade": 0.0,
@@ -508,7 +517,7 @@ def test_cross_fit_refuses_folds_that_disagree_on_sign_classes() -> None:
     )
     encoded = pd.DataFrame(
         {
-            "age": ages,
+            "spi_age_band": bands,
             "gender_MALE": (raw.gender == "MALE").astype(float),
             "gender_FEMALE": (raw.gender == "FEMALE").astype(float),
         }
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
index 40bf20145e..5c599b9e4d 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
@@ -2,70 +2,70 @@
   "resource": "synthetic-cgt-asset-type.json",
   "resource_sha256": "synthetic",
   "source_commit": "synthetic",
-  "table4_all_gains": 6472476.363235764,
+  "table4_all_gains": 6781466.873349112,
   "table4_all_tax": 0.0,
-  "table4_all_taxpayers": 15.64584768489452,
+  "table4_all_taxpayers": 15.565227900056321,
   "table4_bands": [
     {
-      "gains": 6343.7876538201135,
+      "gains": 4312.953104364163,
       "lower_bound": 0,
       "tax": null,
-      "taxpayers": 1.4508598323557498,
+      "taxpayers": 1.083166332544953,
       "upper_bound": 10000
     },
     {
-      "gains": 31485.760340906432,
+      "gains": 38158.54277007299,
       "lower_bound": 10000,
       "tax": null,
-      "taxpayers": 1.9244306390596129,
+      "taxpayers": 2.295551118035716,
       "upper_bound": 25000
     },
     {
-      "gains": 63324.14855305699,
+      "gains": 52010.78962105828,
       "lower_bound": 25000,
       "tax": null,
-      "taxpayers": 1.7239151594793525,
+      "taxpayers": 1.3993991791378122,
       "upper_bound": 50000
     },
     {
-      "gains": 140800.40954871886,
+      "gains": 118457.08392885249,
       "lower_bound": 50000,
       "tax": null,
-      "taxpayers": 2.0175072572478596,
+      "taxpayers": 1.7258326503849952,
       "upper_bound": 100000
     },
     {
-      "gains": 155344.30651445186,
+      "gains": 176960.01555797094,
       "lower_bound": 100000,
       "tax": null,
-      "taxpayers": 0.9869230277893157,
+      "taxpayers": 1.108946884050003,
       "upper_bound": 250000
     },
     {
-      "gains": 630694.061491824,
+      "gains": 617332.3273886688,
       "lower_bound": 250000,
       "tax": null,
-      "taxpayers": 1.7500749317552278,
+      "taxpayers": 1.71125207133052,
       "upper_bound": 500000
     },
     {
-      "gains": 790243.0554791468,
+      "gains": 1078520.5618159026,
       "lower_bound": 500000,
       "tax": null,
-      "taxpayers": 1.1378960035535624,
+      "taxpayers": 1.5453650654100992,
       "upper_bound": 1000000
     },
     {
-      "gains": 4654240.833653839,
+      "gains": 4695714.599162222,
       "lower_bound": 1000000,
       "tax": null,
-      "taxpayers": 4.654240833653839,
+      "taxpayers": 4.695714599162222,
       "upper_bound": null
     }
   ],
-  "table4_individuals_gains": 6472476.363235764,
+  "table4_individuals_gains": 6781466.873349112,
   "table4_individuals_tax": 0.0,
-  "table4_individuals_taxpayers": 15.64584768489452,
+  "table4_individuals_taxpayers": 15.565227900056321,
   "table4_trusts_gains": 0.0,
   "table4_trusts_tax": 0.0,
   "table7_total_disposals": 2743095.2380952383,
@@ -114,12 +114,12 @@
       "proceeds": 9000000000.0
     }
   ],
-  "table8a_disposals_total": 29.50359849151538,
-  "table8a_gains_total": 36909134.810149446,
-  "table8a_tax_total": 7381826.962029889,
-  "table8a_taxpayers_total": 26.82145317410489,
-  "table8b_all_gains": 36909134.810149446,
-  "table8b_all_taxpayers": 26.82145317410489,
-  "table8b_individuals_gains": 36909134.810149446,
-  "table8b_individuals_taxpayers": 26.82145317410489
+  "table8a_disposals_total": 29.351572611534777,
+  "table8a_gains_total": 38154844.24124675,
+  "table8a_tax_total": 7630968.848249351,
+  "table8a_taxpayers_total": 26.683247828667977,
+  "table8b_all_gains": 38154844.24124675,
+  "table8b_all_taxpayers": 26.683247828667977,
+  "table8b_individuals_gains": 38154844.24124675,
+  "table8b_individuals_taxpayers": 26.683247828667977
 }
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
index 7014621ff7..1c09035292 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
@@ -3228,7 +3228,7 @@
           ],
           "post_sample_fit_weight": "uniform",
           "predictors": [
-            "age",
+            "spi_age_band",
             "gender",
             "region",
             "main_source",
@@ -3269,7 +3269,7 @@
               "spi_profit_before_losses_draw": null
             },
             "fit_weight_kind": "importance",
-            "fold_key": "predictor cell (gender, region, whole-year age, main_source, has_pay, has_trade, at_or_over_spa), the fold being floor(uniform x folds) of the cell's stable_identity_uniforms draw at the stage seed and salt spi_stage1:reference_fold; each fold's recipients are located by a forest fitted on the other folds, so the forest that locates a copy never saw its twin, and every row of a cell is located by one forest",
+            "fold_key": "predictor cell (gender, region, spi_age_band, main_source, has_pay, has_trade, at_or_over_spa), the fold being floor(uniform x folds) of the cell's stable_identity_uniforms draw at the stage seed and salt spi_stage1:reference_fold; each fold's recipients are located by a forest fitted on the other folds, so the forest that locates a copy never saw its twin, and every row of a cell is located by one forest",
             "folds": 5,
             "method": "Rosenblatt transport (microcosm#840): each drawn recipient's twin values are located on the reference forest, the sign uniform in the gate's cumulative class probabilities and the quantile on the sign's magnitude forest, each leaf chained on the twin's observed earlier leaves, and the stage-1 forest draws at those uniforms, so the recipient receives the SPI income of someone in the same position among SPI people like it as the twin holds among FRS people like it. taxable_savings_interest is savings_interest_income less tax_free_savings_income, floored at zero. A leaf without an analogue, or whose analogue is degenerate on the FRS rows, draws at identity-keyed uniforms, as do the placements inside a class or a flat stretch of a conditional; no model random stream is consumed. The reference locates a leaf given the twin's observed earlier analogue leaves, while the stage-1 forest draws it given every earlier output, the identity-uniform leaves included, so the located quantile is read off a conditional the identity draws also shape (microcosm#840 follow-up: the chain order). A full build refuses a reference the predictor cells cannot cross-fit (only a sampled rung or a synthetic fixture may locate in-sample, and its receipt says so), a recipient whose fold differs from its twin's, and a reference whose sign classes differ from the stage-1 forest's on any located target.",
             "n_estimators": 4,
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_purchase_targets.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_purchase_targets.json
index 626cc85c32..baf3fec896 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_purchase_targets.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_purchase_targets.json
@@ -27,7 +27,7 @@
     "minimum_price": 1000.0,
     "property_type": "additional_residential",
     "transactions": 27.097631578947365,
-    "value": 179110.4255908138
+    "value": 176050.64156411815
   },
   "derivation": {},
   "non_residential": {
@@ -57,7 +57,7 @@
     ],
     "minimum_price": 1000.0,
     "property_type": "non_residential",
-    "transactions": 9.064159936519806,
-    "value": 111830.66958141114
+    "transactions": 9.288712540600544,
+    "value": 114215.74429142723
   }
 }
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
index 4a475594a0..a74fe3703f 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
@@ -1,90 +1,90 @@
 {
   "expense_landlords_by_type": {
-    "legal_management_and_professional_fees": 68.27759643273899,
-    "non_residential_finance_costs": 68.27759643273899,
-    "other_allowable_expenses": 68.27759643273899,
-    "rent_rates_and_insurance": 68.27759643273899,
-    "repairs_and_maintenance": 68.27759643273899,
-    "residential_finance_costs": 68.27759643273899,
-    "services_including_wages": 68.27759643273899
+    "legal_management_and_professional_fees": 68.52359776870956,
+    "non_residential_finance_costs": 68.52359776870956,
+    "other_allowable_expenses": 68.52359776870956,
+    "rent_rates_and_insurance": 68.52359776870956,
+    "repairs_and_maintenance": 68.52359776870956,
+    "residential_finance_costs": 68.52359776870956,
+    "services_including_wages": 68.52359776870956
   },
   "expenses": {
-    "all": 32693.389896514316,
-    "individual": 32366.455997549172,
-    "partnership": 326.9338989651442
+    "all": 35059.20151655868,
+    "individual": 34708.60950139309,
+    "partnership": 350.59201516558824
   },
   "expenses_by_type": {
-    "legal_management_and_professional_fees": 3913.7986178273254,
-    "non_residential_finance_costs": 1251.286577334217,
-    "other_allowable_expenses": 4308.941747511815,
-    "rent_rates_and_insurance": 3584.512676423584,
-    "repairs_and_maintenance": 6030.636812565662,
-    "residential_finance_costs": 12061.273625131324,
-    "services_including_wages": 1542.939839720388
+    "legal_management_and_professional_fees": 4197.0152031333555,
+    "non_residential_finance_costs": 1341.8341875402314,
+    "other_allowable_expenses": 4620.752314988165,
+    "rent_rates_and_insurance": 3843.900943254347,
+    "repairs_and_maintenance": 6467.035445212694,
+    "residential_finance_costs": 12934.070890425388,
+    "services_including_wages": 1654.592532004496
   },
   "landlords": {
-    "all": 136.55519286547798,
-    "individual": 135.1896409368232,
-    "partnership": 1.3655519286547815
+    "all": 137.04719553741913,
+    "individual": 135.67672358204493,
+    "partnership": 1.3704719553741995
   },
   "receipts": {
-    "all": 52309.42383442291,
-    "individual": 51786.32959607868,
-    "partnership": 523.0942383442307
+    "all": 56094.72242649389,
+    "individual": 55533.77520222895,
+    "partnership": 560.9472242649426
   },
   "receipts_bands": [
     {
-      "landlords": 61.63949677955603,
+      "landlords": 61.86158131897391,
       "lower_bound": 0,
       "upper_bound": 10000
     },
     {
-      "landlords": 40.77689786955245,
+      "landlords": 40.923815334090435,
       "lower_bound": 10000,
       "upper_bound": 20000
     },
     {
-      "landlords": 15.646949182502686,
+      "landlords": 15.703324488662608,
       "lower_bound": 20000,
       "upper_bound": 30000
     },
     {
-      "landlords": 7.112249628410311,
+      "landlords": 7.137874767573913,
       "lower_bound": 30000,
       "upper_bound": 40000
     },
     {
-      "landlords": 3.793199801818832,
+      "landlords": 3.806866542706087,
       "lower_bound": 40000,
       "upper_bound": 50000
     },
     {
-      "landlords": 2.3707498761367707,
+      "landlords": 2.379291589191304,
       "lower_bound": 50000,
       "upper_bound": 60000
     },
     {
-      "landlords": 1.4224499256820622,
+      "landlords": 1.4275749535147826,
       "lower_bound": 60000,
       "upper_bound": 70000
     },
     {
-      "landlords": 0.948299950454708,
+      "landlords": 0.9517166356765218,
       "lower_bound": 70000,
       "upper_bound": 80000
     },
     {
-      "landlords": 0.474149975227354,
+      "landlords": 0.4758583178382609,
       "lower_bound": 80000,
       "upper_bound": 90000
     },
     {
-      "landlords": 0.474149975227354,
+      "landlords": 0.4758583178382609,
       "lower_bound": 90000,
       "upper_bound": 100000
     },
     {
-      "landlords": 1.896599900909416,
+      "landlords": 1.9034332713530435,
       "lower_bound": 100000,
       "upper_bound": null
     }
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index 74931ed1ad..938b043ca7 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"d8bc929a1afc1fb21b5d8d5e772bcbcf252cb3912626450784e4c7ebaa1a0df7","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"5fc311107a78562d5ceea294f16e85ffb5f43426fba0de2133a1cd92bf208eb9","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"add658b5313c84df523abd5725a20538989b5e6bdf1f45ba6a23245a6f67b08d","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"e044163f5b5db2f2f6acea3a80f3729dc132884a3cfaa077a6313f7666a955f4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"5630e05a08aa1b4ba093dedfa104463804b757e4e6fe73704e949bf1579c1a50","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"46f12fdf9228f721d860ff7858b78b25406bb8737628acf63ac17d44d549f657","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5c84a402f34dc5bfcfc0b3c3c7a5e57576cfd21e7bfdeba3e80dcaf4e9d478ba","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"078a79ce6f8c768c06526f1c05288602ce781e30c77b575b0bdf3f5b7d16da1b","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"b21e69bb5b9efe7086c7852f78b5cf4c7267b7bb742d05a0fd0207841097e426","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"91a3358c59b5383b91156f66b0443c910e672e17f73ea19aff1ecd91ca42c029","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"4c5f4285e8db871e28ba09e54095c9e88cc062469f8a4054ca004b2717ff4ac9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"e7c7311b3852e67ae755c09456cc10c46136681fa92ade60daa1fbeb581288d5","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"9818609b1003442f197e99ca741dc8db658a82f36c67f35308ceef25537b739e","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"0bf6d4151d9cbd32bde34c2538bf6142d458c8828cc698fa1a9aad0d9e432246","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"78c889ae5a4bd4c61b1e0b259e3fe3e805f76e12c952d0523c92969957db05d5","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"2b4c6d8d31d8a34de880095b90f312b3a7c5723dfdec14096cb7a2eda20e8673","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"d91faf93fc9fc0251b2165af1c79514dc5d942373bc8f13d8d7d5454e0fd931c","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"ee30278543cc0297a5366d855b7753aa04af5518971594c193c52be36bf8a7b4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported","tax_free_savings_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"8400624c4efaf1ab36add705318f660bafff7b73b9770080b6950e50de231bb7","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"b79ce806015de2f1e1703fa68bf4ad871c6df54b5b32633c864632ab68919a48","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"36fe1dfc69fc2a2645b60fa50492c54174e7bb3e1b2ce34243021f2abf01f6e3","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"0fb6748b73a66e8887d8d9a61da4dd9529bfd6e1d50da1ab8d0127bae5b0c070","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"41009badb290aec19613fea5f5b625744529388a367d5a12e85a8067afbb9134","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"d8bc929a1afc1fb21b5d8d5e772bcbcf252cb3912626450784e4c7ebaa1a0df7","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"5fc311107a78562d5ceea294f16e85ffb5f43426fba0de2133a1cd92bf208eb9","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"add658b5313c84df523abd5725a20538989b5e6bdf1f45ba6a23245a6f67b08d","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"e044163f5b5db2f2f6acea3a80f3729dc132884a3cfaa077a6313f7666a955f4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"b2277b9a67d1a39cd094b7046ef40187f2ea0d58e90bdb5ca5de1ada4a93d932","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"46f12fdf9228f721d860ff7858b78b25406bb8737628acf63ac17d44d549f657","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5c84a402f34dc5bfcfc0b3c3c7a5e57576cfd21e7bfdeba3e80dcaf4e9d478ba","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"078a79ce6f8c768c06526f1c05288602ce781e30c77b575b0bdf3f5b7d16da1b","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"b21e69bb5b9efe7086c7852f78b5cf4c7267b7bb742d05a0fd0207841097e426","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"91a3358c59b5383b91156f66b0443c910e672e17f73ea19aff1ecd91ca42c029","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"4c5f4285e8db871e28ba09e54095c9e88cc062469f8a4054ca004b2717ff4ac9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"e7c7311b3852e67ae755c09456cc10c46136681fa92ade60daa1fbeb581288d5","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"9818609b1003442f197e99ca741dc8db658a82f36c67f35308ceef25537b739e","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"0bf6d4151d9cbd32bde34c2538bf6142d458c8828cc698fa1a9aad0d9e432246","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"78c889ae5a4bd4c61b1e0b259e3fe3e805f76e12c952d0523c92969957db05d5","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"2b4c6d8d31d8a34de880095b90f312b3a7c5723dfdec14096cb7a2eda20e8673","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"d91faf93fc9fc0251b2165af1c79514dc5d942373bc8f13d8d7d5454e0fd931c","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"ee30278543cc0297a5366d855b7753aa04af5518971594c193c52be36bf8a7b4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported","tax_free_savings_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"8400624c4efaf1ab36add705318f660bafff7b73b9770080b6950e50de231bb7","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"b79ce806015de2f1e1703fa68bf4ad871c6df54b5b32633c864632ab68919a48","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"36fe1dfc69fc2a2645b60fa50492c54174e7bb3e1b2ce34243021f2abf01f6e3","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"0fb6748b73a66e8887d8d9a61da4dd9529bfd6e1d50da1ab8d0127bae5b0c070","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"41009badb290aec19613fea5f5b625744529388a367d5a12e85a8067afbb9134","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}

From bdbece4ecbe4d0163c3f3aa0c84766d3ecb0381b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sun, 25 Oct 2026 17:26:33 +0000
Subject: [PATCH 02/44] Allocate households' HRAD purchases at or below GBP
 250,000 from Table 8a receipts

The 2024-25 residential nil-rate band was GBP 250,000 all year, so a purchase
at or below it owes no standard-rate SDLT and other buyers' Table 8a receipts
there are surcharge. At Table 6b's gross HRAD receipts per transaction and per
pound they imply about 48,100 HRAD transactions and GBP 7.05bn for other
buyers, where individuals' share of all transactions, uk-data#573's rule, left
them about 13,400. Households now take Table 6b's band less that; above it the
shares stay (solving from receipts there goes negative above GBP 1m). The
household bands become the price mix.

Households' target: 151,928 transactions and GBP 63.71bn (was 186,589 and
GBP 68.81bn), above uk-data#573's lower bounds; the lowest band carries 43% of
households' purchases (was 54%). Published HMRC figures only.

Regenerated: source_stages.json (in step with sources.yaml) and the release
input coverage manifest. The H2 parity fixture is regenerated.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1095-hrad-nil-band-receipts.changed.md    |   1 +
 .../uk/release_input_coverage_manifest.json   |  44 +++----
 .../src/microcosm/build/uk/source_stages.json |   2 +-
 .../src/microcosm/build/uk/spec/sources.yaml  |   2 +-
 .../build/uk_runtime/property_purchases.py    | 108 +++++++++++++++---
 .../uk/test_uk_property_purchases.py          |  78 +++++++++++--
 .../parity/uk_spine/sources/fixture.json      |   2 +-
 .../fixtures/parity/uk_spine/uk_spine.json    |   2 +-
 8 files changed, 185 insertions(+), 54 deletions(-)
 create mode 100644 changelog.d/1095-hrad-nil-band-receipts.changed.md

diff --git a/changelog.d/1095-hrad-nil-band-receipts.changed.md b/changelog.d/1095-hrad-nil-band-receipts.changed.md
new file mode 100644
index 0000000000..259809ca43
--- /dev/null
+++ b/changelog.d/1095-hrad-nil-band-receipts.changed.md
@@ -0,0 +1 @@
+The UK property purchases stage allocates households' additional-dwelling (HRAD) purchases at or below GBP 250,000 from HMRC's Table 8a receipts instead of individuals' share of all transactions (microcosm#1095). The residential nil-rate band was GBP 250,000 for all of 2024-25, so a purchase in that band owes no standard-rate SDLT and other buyers' receipts there are surcharge: at Table 6b's gross HRAD receipts per transaction and per pound, their GBP 265m is about 48,100 HRAD transactions and GBP 7.05bn, against the 13,400 transactions the all-band share left them. Households take the rest of the band; above it they keep uk-data#573's shares, which probably still overstate them, since the standard rates make up most receipts there. Households' 2024-25 target falls from 186,589 transactions and GBP 68.81bn to 151,928 and GBP 63.71bn, both above uk-data#573's lower bounds, and the lowest band's share of their purchases from 54% to 43%. The stage's derivation records the nil-band receipts, the implied HRAD and its shares.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
index 3648934ef0..3eed11d8a0 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
@@ -470,7 +470,7 @@
    "required_mass_change_reason": "Capital-gains incidence anchor moves the mass of non-liable clone households back to their paired originals until the sub-exempt and loss-making clone mass match the Advani-Summers reporter composition at the redrawn liable mass; every pair's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, the HMRC Table 3 redrawn gains on the spine and Advani-Summers capital-gains incidence"
@@ -493,7 +493,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, and Advani-Summers capital-gains incidence"
@@ -516,7 +516,7 @@
    "required_mass_change_reason": "Capital-gains residential split divides every household carrying liable gainers into arms weighted by the solved residential probabilities, one arm per subset of residential gainers; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative) on the amounts the Table 3 redraw placed"
@@ -538,7 +538,7 @@
    "required_mass_change_reason": "Capital-gains support split divides the wealthiest households of each HMRC Table 3 income band into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "HMRC Capital Gains Tax statistics, July 2026 release, Table 3 for 2024-25, via the vendored conditioning facts",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support and HMRC Capital Gains Tax statistics Table 3 (2024-25 individuals by size of gain and taxable income)"
@@ -567,7 +567,7 @@
    "required_mass_change_reason": "ETB public-services imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab, DfT rail fare index, and public NHS activity/cost table.",
     "survey": "Effects of Taxes and Benefits 1977-2024 and NHS age-gender public table"
@@ -587,7 +587,7 @@
    "required_mass_change_reason": "ETB VAT expenditure-rate imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab and cited VAT anchor resource.",
     "survey": "Effects of Taxes and Benefits 1977-2024"
@@ -609,7 +609,7 @@
    "required_mass_change_reason": "High-value home support divides every owner household in the top value stratum of its region into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "Microcosm structural operator (microcosm#1240 fix 1); no publisher input",
     "survey": "Family Resources Survey 2024-25 and SPI synthetic support, after the WAS wealth draw and the regional property uprating"
@@ -630,7 +630,7 @@
    "required_mass_change_reason": "CGT asset-type assignment on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative), Table 4.1 (individuals claiming Business Asset Disposal Relief or Investors' Relief by band of qualifying gain, 2024-25, administrative) and Table 7 (disposals, proceeds and gains by asset type, 2023-24, sample-based), vendored from the pinned Chronicle feed"
@@ -654,7 +654,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "conditioning_resource": "hmrc_cgt_conditioning_facts.json",
     "conditioning_resource_sha256": "e54cdad4cfe4498bfddb329d6b0aef468ea542a55c1970df574859626a3d19d3",
@@ -744,7 +744,7 @@
     "full_frs_tei_band_unavailable"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "hmrc_surface": "2023-24",
     "mapped_build_period": "2024",
@@ -812,7 +812,7 @@
    "required_mass_change_reason": "LCFS consumption imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "UK Data Service SN 9603 Living Costs and Food Survey 2024-25 (2nd edition) household/person tabs and the vendored Chronicle facts for NEED 2024 mean kWh, DESNZ Energy Trends and QEP average prices paid for calendar 2024, road-fuel outturn (DESNZ, HMRC, ONS Consumer Trends) and road fuel by vehicle type (DESNZ), ONS Consumer Trends household spending by COICOP division, the DfT VEH1103 licensed-car stock, NTS bus use, and the DfT and devolved bus finance tables and fares indices.",
     "survey": "Living Costs and Food Survey 2024-25"
@@ -838,7 +838,7 @@
    "required_mass_change_reason": "NTS bus-travel imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "Department for Transport National Travel Survey, UK Data Service SN 5340 (End User Licence, 19th edition, November 2025), DOI 10.5255/UKDA-SN-5340-19; local licensed tab files (household, individual, trip); England residents only from 2013.",
     "survey": "National Travel Survey 2002-2024"
@@ -858,7 +858,7 @@
    "required_mass_change_reason": "Private-school attendance stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "policyengine-uk attends_private_school (the gov.simulation.private_school_vat attendance rates and factor), evaluated by the pinned engine",
     "survey": "policyengine-uk private-school attendance imputation, stored at the spine's weights"
@@ -881,7 +881,7 @@
     "property_finance_costs"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/property-rental-income-statistics",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Property Rental Income Statistics 2026 (tax year 2024-25)"
@@ -902,7 +902,7 @@
    "required_mass_change_reason": "Annual property purchases imputed on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/uk-stamp-tax-statistics",
     "survey": "HMRC Annual Stamp Tax Statistics 2024 to 2025 (corrected 11 March 2026), Tables 6b, 8a and 8b"
@@ -925,7 +925,7 @@
     "property_wealth"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "uk/high_value_home_value_knots.json, built by tools/build_uk_high_value_home_stock.py from PolicyEngine/chronicle#343's registrations",
     "survey": "HM Land Registry Price Paid latest sales uprated with the UK House Price Index, owner-weighted by region (the dense value node's knots, region level)"
@@ -949,7 +949,7 @@
     "non_residential_property_value"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "MHCLG dwellings and the UK House Price Index regional average price averaged over the twelve months of calendar 2024 from the July 2026 full file, the frame's valuation basis, so the engine's annual uprating from 2024 projects the value once (microcosm#1240 fix 5).",
     "survey": "Public regional property reference"
@@ -977,7 +977,7 @@
     "employment_income"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "HMRC, Salary sacrifice reform for pension contributions effective from 6 April 2029",
     "survey": "Family Resources Survey 2024-25 salary-sacrifice respondents and HMRC salary-sacrifice reform analysis"
@@ -1010,7 +1010,7 @@
     "household_source_id"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "Reserved SPI support households for the HMRC Table 2.5 total-income bands from GBP 200,000, stacked at the published band taxpayer count over the donors per band (PolicyEngine/chronicle#280 lane).",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Income Tax liabilities statistics July 2026 Table 2.5"
@@ -1032,7 +1032,7 @@
     "student_loan_plan"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "Explore Education Statistics Table 6a, Higher education total",
     "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
@@ -1054,7 +1054,7 @@
    "required_mass_change_reason": "WAS Lifetime ISA imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "Wealth and Assets Survey round 8"
@@ -1093,7 +1093,7 @@
    "required_mass_change_reason": "WAS wealth imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a059a352edaa2d6d55b12e4c95ffb167ebcf043eae6782463dd39e0251c2b0eb",
+   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed 2006-22 household tab.",
     "survey": "Wealth and Assets Survey round 8"
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 243e7ce83d..7f32bb24bf 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -3551,7 +3551,7 @@
        "seed": 0
       }
      },
-     "additional_residential_targets": "Table 6b HRAD transactions and value, 2024-25, times individuals' shares of Table 8a residential transactions and value; Table 6b bands with the five above GBP 2m combined",
+     "additional_residential_targets": "Table 6b HRAD transactions and value, 2024-25: at or below GBP 250,000, the band less other buyers' HRAD, their Table 8a receipts over Table 6b's gross HRAD receipts per transaction and per pound; above it, times individuals' shares of Table 8a residential transactions and value; Table 6b bands with the five above GBP 2m combined, at the households' counts and values",
      "non_residential_targets": "Table 8b individuals' transactions, value and bands, 2024-25"
     },
     {
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index e345b7ff38..3be25ba95c 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -2968,7 +2968,7 @@ stages:
         event_salt: non_residential_property_purchased
         price_salt: non_residential_property_purchased_price
         seed: 0
-    additional_residential_targets: Table 6b HRAD transactions and value, 2024-25, times individuals' shares of Table 8a residential transactions and value; Table 6b bands with the five above GBP 2m combined
+    additional_residential_targets: 'Table 6b HRAD transactions and value, 2024-25: at or below GBP 250,000, the band less other buyers'' HRAD, their Table 8a receipts over Table 6b''s gross HRAD receipts per transaction and per pound; above it, times individuals'' shares of Table 8a residential transactions and value; Table 6b bands with the five above GBP 2m combined, at the households'' counts and values'
     non_residential_targets: Table 8b individuals' transactions, value and bands, 2024-25
   - kind: record_mass_conservation_receipt
     entity: household
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/property_purchases.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/property_purchases.py
index aa0d348920..fd93f687fb 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/property_purchases.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/property_purchases.py
@@ -33,20 +33,28 @@
 vendored from the pinned Chronicle feed (``hmrc_stamp_tax_facts.json``):
 
 * additional dwellings: Table 6b's higher-rates (HRAD) transactions and value
-  for 2024-25, which cover every buyer, allocated to households by
-  individuals' shares of Table 8a's residential transactions and value (what
-  other buyers would take is companies'); the price bands are Table 6b's, with
-  the five above GBP 2m combined, as uk-data#573 does;
+  for 2024-25, which cover every buyer, allocated to households band by band.
+  At or below GBP 250,000, the residential nil-rate band for all of 2024-25,
+  a purchase owes standard-rate SDLT of nil, so other buyers' Table 8a
+  receipts there are surcharge: their HRAD transactions and value are those
+  receipts over Table 6b's gross HRAD receipts per transaction and per pound
+  of value, and households take the rest of the band. Above it, households
+  take individuals' shares of all Table 8a residential transactions and value
+  (what other buyers would take is companies'), as uk-data#573 does. The price
+  bands are Table 6b's, with the five above GBP 2m combined, as uk-data#573
+  does, at the households' counts and values;
 * non-residential: Table 8b's individuals for 2024-25, and its six bands.
 
-Households' HRAD is not published, so the allocation by individuals' shares
-of all Table 8a residential transactions is an assumption, as uk-data#573
-says, not an observed household series. uk-data#573 gives the household
-lower bounds Tables 6b and 8a imply, 87,200 transactions and GBP 33.28bn;
-the allocation probably overstates households' purchases, since nearly all
-receipts at or below the GBP 250,000 nil-rate band are surcharge, and other
-buyers' receipts there imply more higher-rates transactions than their share
-of all transactions gives them.
+Households' HRAD is not published, so the allocation is an assumption, not an
+observed household series. Allocating every band by individuals' shares of all
+Table 8a transactions, as uk-data#573 does, left other buyers about 13,400 of
+the nil-rate band's HRAD transactions, where their receipts imply about 48,000,
+so it overstated households' purchases there (microcosm#1095). Above the band
+the standard rates make up most receipts, and solving for other buyers' HRAD
+from them gives negative values above GBP 1m, so the shares remain there and
+probably still overstate households' purchases. uk-data#573 gives the
+household lower bounds Tables 6b and 8a imply, 87,200 transactions and
+GBP 33.28bn.
 
 The stage fits transactions and value only. Households' SDLT is fitted at
 build level through ``obr.sdlt``; uk-data#573 also holds its file's
@@ -154,6 +162,9 @@
     "over_gbp_10m",
 )
 _TOTAL_BAND = "all_price_bands"
+#: The band in which the 2024-25 residential nil-rate band (GBP 250,000 all
+#: year) charges no standard-rate SDLT, so other buyers' receipts are surcharge.
+_NIL_RATE_BAND = "gbp_250k_or_less"
 _BAND_ORDER = (
     "gbp_250k_or_less",
     "gbp_250k_to_500k",
@@ -438,13 +449,60 @@ def property_purchase_targets_from_rows(
     )[_TOTAL_BAND]
     count_share = individuals_count / (individuals_count + other_count)
     value_share = individuals_value / (individuals_value + other_value)
-    band_ids, band_counts, band_values = _bands(
+    # At or below the nil-rate band other buyers' receipts are surcharge, so
+    # Table 6b's gross receipts per transaction and per pound turn them into
+    # other buyers' HRAD there; households take the rest of the band.
+    hrad_receipts = _cells(
+        rows, record_set=_HRAD_RECORD_SET, concept="hmrc.sdlt.hrad_receipts_gross"
+    )
+    other_nil_receipts = _cells(
+        rows,
+        record_set=_RESIDENTIAL_OTHER_BUYERS_RECORD_SET,
+        concept="hmrc.sdlt.receipts",
+    )[_NIL_RATE_BAND]
+    other_nil_count = _cells(
+        rows,
+        record_set=_RESIDENTIAL_OTHER_BUYERS_RECORD_SET,
+        concept="hmrc.sdlt.transactions",
+    )[_NIL_RATE_BAND]
+    nil_count = hrad_count[_NIL_RATE_BAND]
+    nil_value = hrad_value[_NIL_RATE_BAND]
+    nil_receipts = hrad_receipts[_NIL_RATE_BAND]
+    if not nil_receipts > 0:
+        raise ValueError("Table 6b carries no nil-rate band HRAD receipts.")
+    other_nil_hrad_count = other_nil_receipts * nil_count / nil_receipts
+    other_nil_hrad_value = other_nil_receipts * nil_value / nil_receipts
+    if not (
+        0.0 < other_nil_hrad_count <= min(nil_count, other_nil_count)
+        and 0.0 < other_nil_hrad_value < nil_value
+    ):
+        raise ValueError(
+            "Other buyers' nil-rate band receipts imply HRAD outside Table 6b's "
+            "band or their own transactions."
+        )
+    band_ids, all_buyer_counts, all_buyer_values = _bands(
         hrad_count, hrad_value, combine=_HRAD_TOP_BANDS
     )
+    band_counts = tuple(
+        nil_count - other_nil_hrad_count
+        if band == _NIL_RATE_BAND
+        else count * count_share
+        for band, count in zip(band_ids, all_buyer_counts, strict=True)
+    )
+    band_values = tuple(
+        nil_value - other_nil_hrad_value
+        if band == _NIL_RATE_BAND
+        else value * value_share
+        for band, value in zip(band_ids, all_buyer_values, strict=True)
+    )
     additional = UKPropertyPurchaseTarget(
         property_type="additional_residential",
-        transactions=hrad_count[_TOTAL_BAND] * count_share,
-        value=hrad_value[_TOTAL_BAND] * value_share,
+        transactions=(hrad_count[_TOTAL_BAND] - nil_count) * count_share
+        + nil_count
+        - other_nil_hrad_count,
+        value=(hrad_value[_TOTAL_BAND] - nil_value) * value_share
+        + nil_value
+        - other_nil_hrad_value,
         band_ids=band_ids,
         band_transactions=band_counts,
         band_values=band_values,
@@ -480,6 +538,16 @@ def property_purchase_targets_from_rows(
             "hrad_property_value_all_buyers": hrad_value[_TOTAL_BAND],
             "residential_individuals_transaction_share": count_share,
             "residential_individuals_value_share": value_share,
+            "nil_band_hrad_receipts_gross": nil_receipts,
+            "nil_band_other_buyers_receipts": other_nil_receipts,
+            "nil_band_other_buyers_hrad_transactions": other_nil_hrad_count,
+            "nil_band_other_buyers_hrad_value": other_nil_hrad_value,
+            "nil_band_other_buyers_hrad_transaction_share": (
+                other_nil_hrad_count / other_nil_count
+            ),
+            "nil_band_households_hrad_transaction_share": (
+                1.0 - other_nil_hrad_count / nil_count
+            ),
         },
     )
 
@@ -769,9 +837,13 @@ def property_purchases_operation_parameters() -> tuple[
                     for kind in PROPERTY_PURCHASE_KINDS
                 },
                 "additional_residential_targets": (
-                    "Table 6b HRAD transactions and value, 2024-25, times "
-                    "individuals' shares of Table 8a residential transactions and "
-                    "value; Table 6b bands with the five above GBP 2m combined"
+                    "Table 6b HRAD transactions and value, 2024-25: at or below "
+                    "GBP 250,000, the band less other buyers' HRAD, their Table 8a "
+                    "receipts over Table 6b's gross HRAD receipts per transaction "
+                    "and per pound; above it, times individuals' shares of Table "
+                    "8a residential transactions and value; Table 6b bands with "
+                    "the five above GBP 2m combined, at the households' counts "
+                    "and values"
                 ),
                 "non_residential_targets": (
                     "Table 8b individuals' transactions, value and bands, 2024-25"
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_property_purchases.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_property_purchases.py
index 37977404b4..0b973834cb 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_property_purchases.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_property_purchases.py
@@ -53,6 +53,9 @@ def _rows() -> list[dict]:
         rows.append(_row(_HRAD, "hmrc.sdlt.hrad_property_value", band, value * 1e6))
     rows.append(_row(_HRAD, "hmrc.sdlt.hrad_transactions", "all_price_bands", 1_800.0))
     rows.append(_row(_HRAD, "hmrc.sdlt.hrad_property_value", "all_price_bands", 625e6))
+    # Gross HRAD receipts: GBP 6,000 a transaction and 4p a pound in the nil band.
+    rows.append(_row(_HRAD, "hmrc.sdlt.hrad_receipts_gross", "gbp_250k_or_less", 6e6))
+    rows.append(_row(_HRAD, "hmrc.sdlt.hrad_receipts_gross", "all_price_bands", 25e6))
     for record_set, count, value in (
         (_RES_IND, 9_000.0, 3_000e6),
         (_RES_OTHER, 1_000.0, 1_000e6),
@@ -63,6 +66,11 @@ def _rows() -> list[dict]:
         rows.append(
             _row(record_set, "hmrc.sdlt.property_value", "all_price_bands", value)
         )
+    # Other buyers' nil-band receipts, GBP 1.2m, are 200 HRAD transactions and
+    # GBP 30m at the band's gross receipts per transaction and per pound.
+    rows.append(_row(_RES_OTHER, "hmrc.sdlt.transactions", "gbp_250k_or_less", 400.0))
+    rows.append(_row(_RES_OTHER, "hmrc.sdlt.receipts", "gbp_250k_or_less", 1.2e6))
+    rows.append(_row(_RES_OTHER, "hmrc.sdlt.receipts", "all_price_bands", 5e6))
     for band, (count, value) in _NONRES_BANDS.items():
         rows.append(_row(_NONRES_IND, "hmrc.sdlt.transactions", band, count))
         rows.append(_row(_NONRES_IND, "hmrc.sdlt.property_value", band, value * 1e6))
@@ -71,16 +79,39 @@ def _rows() -> list[dict]:
     return rows
 
 
-def test_targets_allocate_hrad_by_individuals_shares_and_combine_top_bands() -> None:
+def test_targets_allocate_the_nil_rate_band_from_receipts_and_combine_top_bands() -> (
+    None
+):
     targets = pp.property_purchase_targets_from_rows(_rows())
     additional = targets.additional_residential
-    # uk-data#573: Table 6b's all-buyer HRAD times individuals' Table 8a shares.
-    assert additional.transactions == pytest.approx(1_800.0 * 9_000 / 10_000)
-    assert additional.value == pytest.approx(625e6 * 3_000 / 4_000)
+    # At or below GBP 250,000 households take Table 6b's band less the 200
+    # transactions and GBP 30m other buyers' receipts imply; above it,
+    # individuals' Table 8a shares of Table 6b (uk-data#573).
+    assert additional.transactions == pytest.approx(
+        (1_800.0 - 1_000.0) * 9_000 / 10_000 + 1_000.0 - 200.0
+    )
+    assert additional.value == pytest.approx(
+        (625e6 - 150e6) * 3_000 / 4_000 + 150e6 - 30e6
+    )
     assert additional.band_ids == pp.PROPERTY_PURCHASE_BAND_IDS
+    assert additional.band_transactions[0] == pytest.approx(800.0)
+    assert additional.band_values[0] == pytest.approx(120e6)
+    assert additional.band_transactions[1] == pytest.approx(500.0 * 0.9)
     # The five bands above GBP 2m become one: 8+4+2+2+1 transactions.
-    assert additional.band_transactions[-1] == 17.0
-    assert additional.band_values[-1] == pytest.approx(72e6)
+    assert additional.band_transactions[-1] == pytest.approx(17.0 * 0.9)
+    assert additional.band_values[-1] == pytest.approx(72e6 * 0.75)
+    assert targets.derivation["nil_band_other_buyers_hrad_transactions"] == (
+        pytest.approx(200.0)
+    )
+    assert targets.derivation["nil_band_other_buyers_hrad_value"] == (
+        pytest.approx(30e6)
+    )
+    assert targets.derivation["nil_band_other_buyers_hrad_transaction_share"] == (
+        pytest.approx(0.5)
+    )
+    assert targets.derivation["nil_band_households_hrad_transaction_share"] == (
+        pytest.approx(0.8)
+    )
     assert additional.minimum_price == pp.HMRC_SDLT_MINIMUM_CONSIDERATION
     non_residential = targets.non_residential
     assert non_residential.transactions == 400.0
@@ -92,6 +123,20 @@ def test_targets_allocate_hrad_by_individuals_shares_and_combine_top_bands() ->
     assert targets.derivation["residential_individuals_value_share"] == 0.75
 
 
+def test_targets_refuse_nil_band_receipts_beyond_other_buyers_transactions() -> None:
+    rows = [
+        _row(_RES_OTHER, "hmrc.sdlt.receipts", "gbp_250k_or_less", 3e6)
+        if row["layout"]["record_set_id"] == _RES_OTHER
+        and row["concept"] == "hmrc.sdlt.receipts"
+        and row["layout"]["groupby_value_id"] == "gbp_250k_or_less"
+        else row
+        for row in _rows()
+    ]
+    # GBP 3m implies 500 HRAD transactions, more than other buyers' 400.
+    with pytest.raises(ValueError, match="imply HRAD outside"):
+        pp.property_purchase_targets_from_rows(rows)
+
+
 def test_targets_round_trip_through_the_payload() -> None:
     targets = pp.property_purchase_targets_from_rows(_rows())
     assert pp.UKPropertyPurchaseTargets.from_payload(targets.payload()) == targets
@@ -479,12 +524,25 @@ def test_the_stage_fits_one_kind_at_its_stock_beside_one_it_scales() -> None:
     )
 
 
-def test_the_packaged_targets_reproduce_uk_data_573() -> None:
-    # The vendored HMRC Stamp Tax rows give uk-data#573's household figures.
+def test_the_packaged_targets_allocate_the_nil_rate_band_from_receipts() -> None:
+    # The vendored HMRC Stamp Tax rows (2024-25, corrected): Table 6b's
+    # 211,700 HRAD transactions and GBP 77.97bn, 113,500 and GBP 16.635bn of
+    # them at or below GBP 250,000 with GBP 625m gross receipts; Table 8a's
+    # individuals' shares 925,100 / 1,049,600 and GBP 335.515bn / 380.205bn; and
+    # other buyers' GBP 265m of receipts in that band.
     targets = pp.load_property_purchase_targets()
     additional = targets.additional_residential
-    assert additional.transactions == pytest.approx(186_588.8624, rel=1e-9)
-    assert additional.value == pytest.approx(68_805_261_766.68, rel=1e-9)
+    other_count = 265e6 * 113_500 / 625e6
+    other_value = 265e6 * 16.635e9 / 625e6
+    assert additional.transactions == pytest.approx(
+        (211_700 - 113_500) * 925_100 / 1_049_600 + 113_500 - other_count, rel=1e-9
+    )
+    assert additional.value == pytest.approx(
+        (77.97e9 - 16.635e9) * 335.515e9 / 380.205e9 + 16.635e9 - other_value,
+        rel=1e-9,
+    )
+    # Both stay above uk-data#573's household lower bounds.
+    assert additional.transactions > 87_200 and additional.value > 33.28e9
     non_residential = targets.non_residential
     assert non_residential.transactions == pytest.approx(25_000.0)
     assert non_residential.value == pytest.approx(7.64e9)
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
index 1c09035292..83d8b0501a 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
@@ -5846,7 +5846,7 @@
           "source_vintage": "2024-25"
         },
         {
-          "additional_residential_targets": "Table 6b HRAD transactions and value, 2024-25, times individuals' shares of Table 8a residential transactions and value; Table 6b bands with the five above GBP 2m combined",
+          "additional_residential_targets": "Table 6b HRAD transactions and value, 2024-25: at or below GBP 250,000, the band less other buyers' HRAD, their Table 8a receipts over Table 6b's gross HRAD receipts per transaction and per pound; above it, times individuals' shares of Table 8a residential transactions and value; Table 6b bands with the five above GBP 2m combined, at the households' counts and values",
           "eligibility": "stock at least minimum_price, the chargeable consideration HMRC's Stamp Tax tables cover, and positive weight; at most one purchase of each kind a year",
           "event_score": "-log1p(-u) / hazard",
           "fit_regions": [
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index 938b043ca7..d59f0fe21d 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"d8bc929a1afc1fb21b5d8d5e772bcbcf252cb3912626450784e4c7ebaa1a0df7","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"5fc311107a78562d5ceea294f16e85ffb5f43426fba0de2133a1cd92bf208eb9","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"add658b5313c84df523abd5725a20538989b5e6bdf1f45ba6a23245a6f67b08d","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"e044163f5b5db2f2f6acea3a80f3729dc132884a3cfaa077a6313f7666a955f4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"b2277b9a67d1a39cd094b7046ef40187f2ea0d58e90bdb5ca5de1ada4a93d932","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"46f12fdf9228f721d860ff7858b78b25406bb8737628acf63ac17d44d549f657","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5c84a402f34dc5bfcfc0b3c3c7a5e57576cfd21e7bfdeba3e80dcaf4e9d478ba","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"078a79ce6f8c768c06526f1c05288602ce781e30c77b575b0bdf3f5b7d16da1b","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"b21e69bb5b9efe7086c7852f78b5cf4c7267b7bb742d05a0fd0207841097e426","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"91a3358c59b5383b91156f66b0443c910e672e17f73ea19aff1ecd91ca42c029","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"4c5f4285e8db871e28ba09e54095c9e88cc062469f8a4054ca004b2717ff4ac9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"e7c7311b3852e67ae755c09456cc10c46136681fa92ade60daa1fbeb581288d5","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"9818609b1003442f197e99ca741dc8db658a82f36c67f35308ceef25537b739e","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"0bf6d4151d9cbd32bde34c2538bf6142d458c8828cc698fa1a9aad0d9e432246","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"78c889ae5a4bd4c61b1e0b259e3fe3e805f76e12c952d0523c92969957db05d5","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"2b4c6d8d31d8a34de880095b90f312b3a7c5723dfdec14096cb7a2eda20e8673","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"d91faf93fc9fc0251b2165af1c79514dc5d942373bc8f13d8d7d5454e0fd931c","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"ee30278543cc0297a5366d855b7753aa04af5518971594c193c52be36bf8a7b4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported","tax_free_savings_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"8400624c4efaf1ab36add705318f660bafff7b73b9770080b6950e50de231bb7","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"b79ce806015de2f1e1703fa68bf4ad871c6df54b5b32633c864632ab68919a48","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"36fe1dfc69fc2a2645b60fa50492c54174e7bb3e1b2ce34243021f2abf01f6e3","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"0fb6748b73a66e8887d8d9a61da4dd9529bfd6e1d50da1ab8d0127bae5b0c070","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"41009badb290aec19613fea5f5b625744529388a367d5a12e85a8067afbb9134","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"d8bc929a1afc1fb21b5d8d5e772bcbcf252cb3912626450784e4c7ebaa1a0df7","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"5fc311107a78562d5ceea294f16e85ffb5f43426fba0de2133a1cd92bf208eb9","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"add658b5313c84df523abd5725a20538989b5e6bdf1f45ba6a23245a6f67b08d","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"e044163f5b5db2f2f6acea3a80f3729dc132884a3cfaa077a6313f7666a955f4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"b2277b9a67d1a39cd094b7046ef40187f2ea0d58e90bdb5ca5de1ada4a93d932","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"46f12fdf9228f721d860ff7858b78b25406bb8737628acf63ac17d44d549f657","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5c84a402f34dc5bfcfc0b3c3c7a5e57576cfd21e7bfdeba3e80dcaf4e9d478ba","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"aada7a7195b8a2394af8b381edf0aa622f2d120cdde09c0dcfe0896922df0ebc","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"b21e69bb5b9efe7086c7852f78b5cf4c7267b7bb742d05a0fd0207841097e426","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"91a3358c59b5383b91156f66b0443c910e672e17f73ea19aff1ecd91ca42c029","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"4c5f4285e8db871e28ba09e54095c9e88cc062469f8a4054ca004b2717ff4ac9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"e7c7311b3852e67ae755c09456cc10c46136681fa92ade60daa1fbeb581288d5","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"9818609b1003442f197e99ca741dc8db658a82f36c67f35308ceef25537b739e","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"0bf6d4151d9cbd32bde34c2538bf6142d458c8828cc698fa1a9aad0d9e432246","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"78c889ae5a4bd4c61b1e0b259e3fe3e805f76e12c952d0523c92969957db05d5","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"2b4c6d8d31d8a34de880095b90f312b3a7c5723dfdec14096cb7a2eda20e8673","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"d91faf93fc9fc0251b2165af1c79514dc5d942373bc8f13d8d7d5454e0fd931c","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"ee30278543cc0297a5366d855b7753aa04af5518971594c193c52be36bf8a7b4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported","tax_free_savings_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"8400624c4efaf1ab36add705318f660bafff7b73b9770080b6950e50de231bb7","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"b79ce806015de2f1e1703fa68bf4ad871c6df54b5b32633c864632ab68919a48","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"36fe1dfc69fc2a2645b60fa50492c54174e7bb3e1b2ce34243021f2abf01f6e3","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"0fb6748b73a66e8887d8d9a61da4dd9529bfd6e1d50da1ab8d0127bae5b0c070","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"41009badb290aec19613fea5f5b625744529388a367d5a12e85a8067afbb9134","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}

From 95a51edb981fcba962db48fba06caaf402bb34a7 Mon Sep 17 00:00:00 2001
From: Maria Juaristi <mariajuaristi@Marias-MacBook-Pro-2.local>
Date: Wed, 21 Oct 2026 15:02:01 +0100
Subject: [PATCH 03/44] Floor drawn SPI employment pay at the minimum wage for
 the twin's hours

Stage 1 of hmrc_spi_income_spine draws a recipient's annual tape pay on
age, sex, region and the bridge predictors, not on hours, and the tape
holds part-year workers. A copy whose FRS twin reports usual hours in an
employee job could therefore draw a year's pay below what those hours earn
at the minimum wage, and fail the 30 hours' and Tax-Free Childcare
minimum-income tests more often than FRS rows.

A new floor_spi_employment_pay_at_minimum_wage operation lifts the drawn
hmrc_spi_pay leaf to weekly usual hours (hours_worked read back at
365.25/7) times 52 weeks times policyengine-uk's
gov.hmrc.minimum_wage.non_apprentice rate for the twin's age, read at 30
April of the build year as the engine reads it (2024-25: 11.44 from 21,
8.60 from 18, 6.40 below). It runs after the stage-1 draw, the band-donor
resample and the State Pension leaf guard, and before employment_income
is derived from the leaves and stage 2 conditions on it; the transport
receipt keeps the unfloored draws' uniforms. Only drawn recipients other
than band carriers, whose twin has an employee main job, no trade and
usual hours, and whose drawn pay is positive, are floored. Tape PAY is
taxable pay; PAY alone is compared with the gross minimum because it is
the leaf of the engine's gross employment_income input.

The operation is declared in sources.yaml, its source_stages.json
projection, the sources schema, the operation vocabulary and the HMRC
income contract, and checked against a reviewed declaration. The stage
evidence gains an employment_pay_floor receipt: source households
rounded, weighted figures "<10" on one to nine source households, no
row's value.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../uk-spi-employment-pay-floor.fixed.md      |   1 +
 .../src/microcosm/build/source_manifest.py    |   1 +
 .../spec_engine/schema/sources.schema.json    |  57 ++++
 .../src/microcosm/build/uk/source_stages.json |  16 +
 .../src/microcosm/build/uk/spec/sources.yaml  |  13 +
 .../build/uk_runtime/hmrc_source_contract.py  |   1 +
 .../microcosm/build/uk_runtime/spi_income.py  | 277 +++++++++++++++++-
 .../microcosm/build/uk_runtime/spi_spine.py   |  57 ++++
 .../tests/engine/uk/test_uk_spi_income.py     |  98 +++++++
 .../engine_free/uk/test_uk_source_stages.py   |  12 +-
 .../engine_free/uk/test_uk_spi_income.py      | 186 ++++++++++++
 .../tests/engine_free/uk/test_uk_spi_spine.py |  25 ++
 12 files changed, 738 insertions(+), 6 deletions(-)
 create mode 100644 changelog.d/uk-spi-employment-pay-floor.fixed.md

diff --git a/changelog.d/uk-spi-employment-pay-floor.fixed.md b/changelog.d/uk-spi-employment-pay-floor.fixed.md
new file mode 100644
index 0000000000..edc908c2d2
--- /dev/null
+++ b/changelog.d/uk-spi-employment-pay-floor.fixed.md
@@ -0,0 +1 @@
+The UK SPI income stage now floors drawn employment pay at the minimum wage for the twin's usual hours. Stage 1 draws annual tape pay on age, sex, region and the bridge predictors but not on hours, and the tape holds part-year workers, so a copy whose FRS twin reports usual hours in an employee job could draw a year's pay below what those hours earn at the minimum wage and fail the minimum-income tests of the 30 hours' childcare offer and Tax-Free Childcare more often than FRS rows. A new `floor_spi_employment_pay_at_minimum_wage` operation of `hmrc_spi_income_spine` lifts the drawn `hmrc_spi_pay` leaf to weekly usual hours (`hours_worked` read back at 365.25/7) times 52 weeks times policyengine-uk's `gov.hmrc.minimum_wage.non_apprentice` rate for the twin's age, read as the engine reads the build year (2024-25: £11.44 from 21, £8.60 from 18, £6.40 below). It runs after the stage-1 draw, the band-donor resample and the State Pension leaf guard, and before `employment_income` is derived from the leaves and stage 2 conditions on it, so the pension contributions, the HMRC aggregates and every later stage read the floored pay; the transport receipt keeps the unfloored draws' uniforms. It touches only drawn recipients other than reserved band carriers, whose twin has an employee main job, no trade and usual hours, and whose drawn pay is positive; self-employment and the other leaves keep their draws, and FRS rows are never modified. Tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice, while the minimum wage binds gross pay: PAY alone is compared with the gross minimum, since it is the leaf of the engine's gross `employment_income` input, so a twin at the minimum wage paying net-pay contributions can be lifted by up to them. The stage evidence gains an `employment_pay_floor` receipt with eligible and floored source households (rounded), weighted people, the weighted share floored and the weighted mean uplift, each "<10" on one to nine source households.
diff --git a/packages/microcosm-build/src/microcosm/build/source_manifest.py b/packages/microcosm-build/src/microcosm/build/source_manifest.py
index 631d7b254d..01e57a649f 100644
--- a/packages/microcosm-build/src/microcosm/build/source_manifest.py
+++ b/packages/microcosm-build/src/microcosm/build/source_manifest.py
@@ -125,6 +125,7 @@
         "fit_weighted_qrf_chain",
         "fit_weighted_qrf_stage1",
         "fit_weighted_qrf_stage2",
+        "floor_spi_employment_pay_at_minimum_wage",
         "fold_into",
         "gate_distributional_effective_mass",
         "gate_zero_weight_strata",
diff --git a/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json b/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
index 492014c50a..7c6a4f920f 100644
--- a/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
+++ b/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
@@ -9780,6 +9780,63 @@
       }
      }
     },
+    {
+     "type": "object",
+     "additionalProperties": false,
+     "required": [
+      "kind",
+      "column",
+      "hours_column",
+      "hours_basis",
+      "weeks_in_year",
+      "hourly_rate",
+      "employee_statuses",
+      "rows",
+      "pay_basis",
+      "reason",
+      "receipt"
+     ],
+     "properties": {
+      "kind": {
+       "const": "floor_spi_employment_pay_at_minimum_wage"
+      },
+      "column": {
+       "type": "string"
+      },
+      "hours_column": {
+       "type": "string"
+      },
+      "hours_basis": {
+       "type": "string"
+      },
+      "weeks_in_year": {
+       "type": "number",
+       "exclusiveMinimum": 0
+      },
+      "hourly_rate": {
+       "type": "string"
+      },
+      "employee_statuses": {
+       "type": "array",
+       "minItems": 1,
+       "items": {
+        "type": "string"
+       }
+      },
+      "rows": {
+       "type": "string"
+      },
+      "pay_basis": {
+       "type": "string"
+      },
+      "reason": {
+       "type": "string"
+      },
+      "receipt": {
+       "type": "string"
+      }
+     }
+    },
     {
      "type": "object",
      "additionalProperties": false,
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 7f32bb24bf..c1ca3c5570 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -2164,6 +2164,22 @@
      "outputs": "stage-1 outputs, uprated as the stage-1 draws",
      "seed": 44
     },
+    {
+     "kind": "floor_spi_employment_pay_at_minimum_wage",
+     "column": "hmrc_spi_pay",
+     "hours_column": "hours_worked",
+     "hours_basis": "annual usual hours: the FRS adult's usual weekly hours in all jobs (TOTHOURS) times 365.25/7, read back to weekly hours",
+     "weeks_in_year": 52,
+     "hourly_rate": "policyengine-uk gov.hmrc.minimum_wage.non_apprentice by the twin's age, read as the engine reads the build year (30 April)",
+     "employee_statuses": [
+      "FT_EMPLOYED",
+      "PT_EMPLOYED"
+     ],
+     "rows": "drawn recipients other than reserved band carriers, whose twin has no trade (has_trade 0), an employee main job and usual hours above zero, and whose drawn PAY is positive; FRS rows, undrawn copies and every other leaf keep their values",
+     "pay_basis": "tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice; the minimum wage binds gross pay, and the engine reads employment_income (PAY + EPB + TAXTERM) as gross pay, so PAY alone is compared with the gross minimum and a twin at the minimum wage who pays net-pay contributions can be lifted by up to them",
+     "reason": "stage 1 draws annual tape pay without hours and the tape holds part-year workers, so a twin reporting usual employee hours could draw a year's pay below what those hours earn at the minimum wage",
+     "receipt": "eligible and floored source households (rounded), weighted people, the weighted share floored and the weighted mean uplift; figures on one to nine source households are <10"
+    },
     {
      "kind": "fit_weighted_qrf_stage2",
      "training_population": "uk_frs_raw_spine_base_support_channel",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index 3be25ba95c..b42f70fdbf 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -1859,6 +1859,19 @@ stages:
     salt: spi_income_band_donor_leaf_draw
     outputs: stage-1 outputs, uprated as the stage-1 draws
     seed: 44
+  - kind: floor_spi_employment_pay_at_minimum_wage
+    column: hmrc_spi_pay
+    hours_column: hours_worked
+    hours_basis: "annual usual hours: the FRS adult's usual weekly hours in all jobs (TOTHOURS) times 365.25/7, read back to weekly hours"
+    weeks_in_year: 52
+    hourly_rate: "policyengine-uk gov.hmrc.minimum_wage.non_apprentice by the twin's age, read as the engine reads the build year (30 April)"
+    employee_statuses:
+    - FT_EMPLOYED
+    - PT_EMPLOYED
+    rows: "drawn recipients other than reserved band carriers, whose twin has no trade (has_trade 0), an employee main job and usual hours above zero, and whose drawn PAY is positive; FRS rows, undrawn copies and every other leaf keep their values"
+    pay_basis: "tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice; the minimum wage binds gross pay, and the engine reads employment_income (PAY + EPB + TAXTERM) as gross pay, so PAY alone is compared with the gross minimum and a twin at the minimum wage who pays net-pay contributions can be lifted by up to them"
+    reason: "stage 1 draws annual tape pay without hours and the tape holds part-year workers, so a twin reporting usual employee hours could draw a year's pay below what those hours earn at the minimum wage"
+    receipt: "eligible and floored source households (rounded), weighted people, the weighted share floored and the weighted mean uplift; figures on one to nine source households are <10"
   - kind: fit_weighted_qrf_stage2
     training_population: uk_frs_raw_spine_base_support_channel
     target_population: spi_synthetic_support_channel claimants and partners (is_uc_claimant) aged 16 and over
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/hmrc_source_contract.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/hmrc_source_contract.py
index b1fa5f66d0..4b3f074818 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/hmrc_source_contract.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/hmrc_source_contract.py
@@ -111,6 +111,7 @@
     "draw_spi_donor_ages_by_population",
     "fit_weighted_qrf_stage1",
     "resample_band_donor_leaves",
+    "floor_spi_employment_pay_at_minimum_wage",
     "fit_weighted_qrf_stage2",
     "zero_pension_age_reports_below_state_pension_age",
     "materialize_hmrc_income_bands_fail_closed",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index 793935cb10..b0981b2c34 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -7,7 +7,7 @@
 from collections.abc import Mapping, Sequence
 from dataclasses import dataclass
 from functools import cache
-from importlib import import_module
+from importlib import import_module, metadata
 from pathlib import Path
 from typing import Any
 
@@ -38,6 +38,7 @@
 )
 from microcosm.build.uk_runtime.frs_spine import (
     FRS_LANDLORD_CARRIER_COLUMN,
+    WEEKS_IN_YEAR,
     uc_gainful_self_employment,
 )
 from microcosm.build.uk_runtime.hmrc_income import (
@@ -49,6 +50,12 @@
     coherence_receipt,
     twin_rate_employer_contributions,
 )
+from microcosm.build.uk_runtime.receipt_counts import (
+    distinct_count,
+    rounded_count,
+    small_cell_share,
+    source_household_ids,
+)
 from microcosm.build.uk_runtime.spi_rank_transport import (
     SPI_STAGE1_ANALOGUE_COLUMNS,
     SPI_TRANSPORT_FIT_NAME,
@@ -673,6 +680,236 @@ def _zero_below_state_pension_age(
     }
 
 
+#: The employment pay floor. Stage 1 draws a recipient's annual tape pay on
+#: age, sex, region and the bridge predictors, not on hours, and the tape
+#: holds part-year workers, so a twin who reports usual hours in an employee
+#: job could draw a year's pay below what those hours earn at the minimum
+#: wage, and the drawn rows of employees working 16 or more hours fell under
+#: the 30 hours' minimum-income threshold more often than FRS rows. The floor
+#: lifts the drawn PAY leaf to the twin's usual weekly hours times the weeks
+#: below times the engine's minimum wage for the twin's age, before
+#: employment_income is derived from the leaves and before stage 2 conditions
+#: on it, so every later reader sees the floored pay.
+#:
+#: The pay basis: tape PAY is taxable pay, net of net-pay pension
+#: contributions and salary sacrifice, while the minimum wage binds gross pay.
+#: The floor compares PAY alone with the gross minimum (benefits in kind and
+#: termination pay are not minimum-wage pay), since PAY is the leaf the
+#: engine's employment_income input carries and the engine reads that input
+#: as gross pay. A twin at exactly the minimum wage who pays net-pay
+#: contributions can therefore be lifted by up to those contributions; the
+#: conservative choices elsewhere (52 paid weeks, the non-apprentice rate the
+#: engine itself applies, no floor on a twin with a trade, whose hours cover
+#: both jobs, or on a zero draw) keep the floor at or below what the twin's
+#: own hours require.
+SPI_EMPLOYMENT_PAY_FLOOR_COLUMN = SPI_HMRC_PAY_COLUMN
+SPI_EMPLOYMENT_PAY_FLOOR_HOURS_COLUMN = "hours_worked"
+#: The engine's minimum wage by age for a non-apprentice, the rate its own
+#: ``minimum_wage`` variable pays a person whose ``is_apprentice`` is false, as
+#: the spine leaves it. Apprentices cannot be told apart on the FRS twin.
+SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER = "gov.hmrc.minimum_wage.non_apprentice"
+#: Paid weeks a year. The spine's hours_worked annualises usual weekly hours at
+#: 365.25/7 (frs_spine.WEEKS_IN_YEAR); the floor reads them back to weekly
+#: hours and pays 52 weeks, the lower of the two readings.
+SPI_EMPLOYMENT_PAY_FLOOR_WEEKS = 52
+#: employment_status values of an employee main job (FRS EMPSTATI 1 and 2).
+SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES = ("FT_EMPLOYED", "PT_EMPLOYED")
+
+
+@dataclass(frozen=True)
+class SPIEmploymentPayFloor:
+    """The minimum wage by age that floors drawn tape pay, read from the engine.
+
+    ``age_thresholds`` and ``hourly_rates`` are the bracket scale's thresholds
+    and amounts: an age takes the rate of the highest threshold at or below it.
+    """
+
+    age_thresholds: tuple[float, ...]
+    hourly_rates: tuple[float, ...]
+    weeks_in_year: float
+    instant: str
+    source: str
+
+    def __post_init__(self) -> None:
+        thresholds = np.asarray(self.age_thresholds, dtype=np.float64)
+        rates = np.asarray(self.hourly_rates, dtype=np.float64)
+        if (
+            thresholds.size == 0
+            or thresholds.size != rates.size
+            or thresholds[0] != 0.0
+            or (np.diff(thresholds) <= 0.0).any()
+        ):
+            raise ValueError(
+                "The SPI pay floor needs increasing age thresholds from zero, "
+                "one hourly rate each."
+            )
+        if not np.isfinite(rates).all() or (rates <= 0.0).any():
+            raise ValueError("The SPI pay floor's hourly rates must be positive.")
+        if not math.isfinite(self.weeks_in_year) or self.weeks_in_year <= 0.0:
+            raise ValueError("The SPI pay floor's weeks must be positive.")
+
+    def hourly_rate(self, ages: np.ndarray) -> np.ndarray:
+        """Each age's hourly rate."""
+
+        index = np.searchsorted(
+            np.asarray(self.age_thresholds, dtype=np.float64),
+            np.asarray(ages, dtype=np.float64),
+            side="right",
+        )
+        return np.asarray(self.hourly_rates, dtype=np.float64)[
+            np.clip(index - 1, 0, None)
+        ]
+
+    def evidence(self) -> dict[str, object]:
+        return {
+            "parameter": SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER,
+            "instant": self.instant,
+            "source": self.source,
+            "hourly_rate_by_age_from": {
+                str(int(threshold)): rate
+                for threshold, rate in zip(
+                    self.age_thresholds, self.hourly_rates, strict=True
+                )
+            },
+            "weeks_in_year": self.weeks_in_year,
+        }
+
+
+def load_spi_employment_pay_floor(build_period: int | str) -> SPIEmploymentPayFloor:
+    """Read the engine's minimum wage by age as it reads ``build_period``.
+
+    policyengine-uk reads a yearly parameter at 30 April of the year
+    (``convert_to_fiscal_year_parameters``), so the survey year 2024 reads
+    the 2024-25 rates: £11.44 from age 21, £8.60 from 18 and £6.40 below.
+    """
+
+    try:
+        import policyengine_uk
+        from policyengine_core.parameters import ParameterNode
+    except ImportError as exc:
+        raise ImportError(
+            "The SPI employment pay floor requires `uv sync --all-packages --extra uk`."
+        ) from exc
+
+    parameters = ParameterNode(
+        directory_path=str(Path(policyengine_uk.__file__).parent / "parameters")
+    )
+    instant = f"{int(build_period)}-04-30"
+    scale = parameters.gov.hmrc.minimum_wage.non_apprentice(instant)
+    return SPIEmploymentPayFloor(
+        age_thresholds=tuple(float(value) for value in scale.thresholds),
+        hourly_rates=tuple(float(value) for value in scale.amounts),
+        weeks_in_year=float(SPI_EMPLOYMENT_PAY_FLOOR_WEEKS),
+        instant=instant,
+        source=(
+            f"policyengine-uk {metadata.version('policyengine-uk')} "
+            f"{SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER} at {instant}"
+        ),
+    )
+
+
+def _floor_employment_pay_at_minimum_wage(
+    person: pd.DataFrame,
+    *,
+    rows: pd.Series,
+    floor: SPIEmploymentPayFloor,
+    household: pd.DataFrame,
+    person_weights: pd.Series,
+) -> tuple[pd.DataFrame, dict[str, object]]:
+    """Lift drawn PAY on ``rows`` to the twin's hours at the minimum wage.
+
+    ``rows`` are the recipients the floor may touch (the caller leaves out
+    band carriers and twins with a trade). Of those, a row is floored only
+    when its twin's main job is as an employee, its twin reports usual hours
+    and its drawn PAY is positive: the floor lifts drawn pay, never creates
+    it. Self-employment and every other leaf keep their draws. The receipt
+    counts support by distinct source household and gives no row's value.
+    """
+
+    _require_columns(
+        person,
+        (
+            SPI_EMPLOYMENT_PAY_FLOOR_COLUMN,
+            SPI_EMPLOYMENT_PAY_FLOOR_HOURS_COLUMN,
+            "employment_status",
+            "age",
+            "person_household_id",
+        ),
+        label="SPI employment pay floor",
+    )
+    candidates = person.loc[rows.reindex(person.index).fillna(False).astype(bool)]
+    hours = pd.to_numeric(
+        candidates[SPI_EMPLOYMENT_PAY_FLOOR_HOURS_COLUMN], errors="coerce"
+    ).to_numpy(dtype=np.float64)
+    pay = pd.to_numeric(
+        candidates[SPI_EMPLOYMENT_PAY_FLOOR_COLUMN], errors="coerce"
+    ).to_numpy(dtype=np.float64)
+    if not np.isfinite(hours).all() or (hours < 0.0).any():
+        raise ValueError("SPI pay floor hours must be finite and non-negative.")
+    if not np.isfinite(pay).all():
+        raise ValueError("SPI pay floor drawn pay must be finite.")
+    employee = (
+        candidates["employment_status"]
+        .astype(str)
+        .isin(SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES)
+        .to_numpy()
+    )
+    eligible = employee & (hours > 0.0) & (pay > 0.0)
+    minimum = (
+        hours
+        / WEEKS_IN_YEAR
+        * floor.weeks_in_year
+        * floor.hourly_rate(candidates["age"].to_numpy(dtype=np.float64))
+    )
+    floored = eligible & (pay < minimum)
+    uplift = np.where(floored, minimum - pay, 0.0)
+    result = person.copy()
+    result.loc[candidates.index[floored], SPI_EMPLOYMENT_PAY_FLOOR_COLUMN] = minimum[
+        floored
+    ]
+
+    weights = person_weights.loc[candidates.index].to_numpy(dtype=np.float64)
+    sources = (
+        candidates["person_household_id"]
+        .map(
+            pd.Series(
+                source_household_ids(household, stage="The SPI employment pay floor"),
+                index=household["household_id"].to_numpy(),
+            )
+        )
+        .to_numpy()
+    )
+    eligible_sources = distinct_count(sources, eligible, weights)
+    floored_sources = distinct_count(sources, floored, weights)
+    eligible_weight = float(weights[eligible].sum())
+    floored_weight = float(weights[floored].sum())
+    added = float((uplift * weights).sum())
+    # Weighted figures over one to nine source households are "<10"; a count
+    # of support is rounded (receipt_counts), and no row's value is given.
+    return result, {
+        "step": "spi_employment_pay_floor_before_stage2",
+        "column": SPI_EMPLOYMENT_PAY_FLOOR_COLUMN,
+        **floor.evidence(),
+        "eligible": {
+            "source_households": rounded_count(eligible_sources),
+            "weighted_people": small_cell_share(eligible_weight, eligible_sources),
+        },
+        "floored": {
+            "source_households": rounded_count(floored_sources),
+            "weighted_people": small_cell_share(floored_weight, floored_sources),
+            "weighted_share_of_eligible": small_cell_share(
+                floored_weight / eligible_weight if eligible_weight > 0.0 else 0.0,
+                floored_sources,
+            ),
+            "weighted_mean_uplift_gbp": small_cell_share(
+                added / floored_weight if floored_weight > 0.0 else 0.0,
+                floored_sources,
+            ),
+            "weighted_amount_added_gbp": small_cell_share(added, floored_sources),
+        },
+    }
+
+
 @dataclass(frozen=True)
 class UKSPIIncomeImputationResult:
     """SPI-filled person table and auditable fit/source evidence."""
@@ -699,6 +936,7 @@ class UKSPIIncomeImputationResult:
     state_pension_age: int | None = None
     gainful_self_employment_refresh: Mapping[str, object] | None = None
     pension_coherence: Mapping[str, object] | None = None
+    employment_pay_floor: Mapping[str, object] | None = None
 
 
 @dataclass(frozen=True)
@@ -806,6 +1044,7 @@ def impute_uk_spi_income_support(
     state_pension_age_guard: UKSPIStatePensionAgeGuard | None = None,
     state_pension_age: int | None = None,
     allow_in_sample_reference: bool = False,
+    employment_pay_floor: SPIEmploymentPayFloor | None = None,
 ) -> UKSPIIncomeImputationResult:
     """Run strict SPI-income and FRS-only QRFs on rebuilt positive support.
 
@@ -819,6 +1058,10 @@ def impute_uk_spi_income_support(
     age with receipts (microcosm#1069). ``state_pension_age`` is the boundary
     the bridge predictor ``at_or_over_spa`` reads on the twin; it defaults to
     the donor age model's and is required without one (microcosm#840).
+    ``employment_pay_floor`` lifts drawn PAY to the twin's usual hours at the
+    minimum wage for its age, on drawn recipients other than band carriers
+    whose twin works as an employee with no trade, before employment_income
+    is derived and stage 2 reads it; ``None`` keeps every draw.
     """
 
     if support.household_weight_kind is not WeightKind.IMPORTANCE:
@@ -1156,6 +1399,32 @@ def fit_reference(encoded: pd.DataFrame, observed: pd.DataFrame):
             step="spi_state_pension_leaf_after_stage1",
         )
         guard_receipts.append(receipt)
+    pay_floor_receipt = None
+    if employment_pay_floor is not None:
+        # The floor reads the twin's hours, status and trade, which stage 1
+        # leaves alone, and lifts the drawn PAY leaf after every stage-1
+        # writer and before the employment input, stage 2 and the HMRC
+        # aggregates read it. The transport receipt was taken on the
+        # unfloored draws' uniforms above. Band carriers keep their pool
+        # draws, whose total income sits in a published band; a twin with a
+        # trade reports hours that cover both jobs.
+        no_trade = recipient_predictors["has_trade"].to_numpy(dtype=np.float64) == 0.0
+        band_carrier = (
+            person.loc[spi_people, SPI_INCOME_BAND_CARRIER_COLUMN]
+            .astype(bool)
+            .to_numpy()
+            if SPI_INCOME_BAND_CARRIER_COLUMN in person.columns
+            else np.zeros(int(spi_people.sum()), dtype=bool)
+        )
+        floor_rows = spi_people.copy()
+        floor_rows.loc[spi_people] = no_trade & ~band_carrier
+        person, pay_floor_receipt = _floor_employment_pay_at_minimum_wage(
+            person,
+            rows=floor_rows,
+            floor=employment_pay_floor,
+            household=household,
+            person_weights=_person_household_weights(person, household),
+        )
     person = _derive_policyengine_employment_input(person, spi_people=spi_people)
 
     taxable_interest_draw = person.loc[spi_people, "savings_interest_income"].to_numpy(
@@ -1348,6 +1617,7 @@ def fit_reference(encoded: pd.DataFrame, observed: pd.DataFrame):
         state_pension_age=int(state_pension_age),
         gainful_self_employment_refresh=gainful_self_employment,
         pension_coherence=pension_coherence,
+        employment_pay_floor=pay_floor_receipt,
     )
 
 
@@ -3118,6 +3388,10 @@ def _assign_spi_values(
     "SPI_DONOR_UKDS_STUDY",
     "SPI_DONOR_VINTAGE",
     "SPI_DONOR_REQUIRED_COLUMNS",
+    "SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES",
+    "SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER",
+    "SPI_EMPLOYMENT_PAY_FLOOR_WEEKS",
+    "SPIEmploymentPayFloor",
     "SPI_INCOME_RECIPIENT_COLUMN",
     "SPI_INCOME_SOURCE_COLUMNS",
     "SPI_DERIVED_POLICYENGINE_SOURCE_COLUMNS",
@@ -3132,6 +3406,7 @@ def _assign_spi_values(
     "SPI_INCOME_BAND_CARRIER_KEY_COLUMN",
     "SPI_INCOME_BAND_DONOR_LEAF_DRAW_SALT",
     "SPI_INCOME_BAND_LOWER_BOUND_COLUMN",
+    "load_spi_employment_pay_floor",
     "prepare_spi_donor_table",
     "SPI_SOURCE_LEAF_RECONCILIATION_ABS_TOLERANCE_GBP",
     "SPI_SOURCE_TEI_FORMULA",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
index 570adb8a09..6964843787 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
@@ -62,6 +62,9 @@
     SPI_DONOR_AGE_POPULATION_PERIOD,
     SPI_DONOR_AGE_POPULATION_RESOURCE,
     SPI_DONOR_INCOME_YEAR,
+    SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES,
+    SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER,
+    SPI_EMPLOYMENT_PAY_FLOOR_WEEKS,
     SPI_INCOME_BAND_CARRIER_KEY_COLUMN,
     SPI_INCOME_BAND_DONOR_LEAF_DRAW_SALT,
     SPI_INCOME_RECIPIENT_COLUMN,
@@ -78,6 +81,7 @@
     assert_frs_hmrc_auxiliary_crosswalk_available,
     impute_uk_spi_income_support,
     load_spi_donor_age_model,
+    load_spi_employment_pay_floor,
     verify_spi_donor_identity,
 )
 from microcosm.build.uk_runtime.spi_rank_transport import (
@@ -162,6 +166,45 @@
     "state_pension_age": SPI_SPINE_STATE_PENSION_AGE_SOURCE,
     "receipt": "rows, weighted people and amounts removed per column and step",
 }
+#: Reviewed declaration of the employment pay floor (spi_income's
+#: SPI_EMPLOYMENT_PAY_FLOOR_* notes give the reasons).
+SPI_SPINE_EMPLOYMENT_PAY_FLOOR: Mapping[str, object] = {
+    "column": "hmrc_spi_pay",
+    "hours_column": "hours_worked",
+    "hours_basis": (
+        "annual usual hours: the FRS adult's usual weekly hours in all jobs "
+        "(TOTHOURS) times 365.25/7, read back to weekly hours"
+    ),
+    "weeks_in_year": SPI_EMPLOYMENT_PAY_FLOOR_WEEKS,
+    "hourly_rate": (
+        f"policyengine-uk {SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER} by the twin's age, "
+        "read as the engine reads the build year (30 April)"
+    ),
+    "employee_statuses": list(SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES),
+    "rows": (
+        "drawn recipients other than reserved band carriers, whose twin has no "
+        "trade (has_trade 0), an employee main job and usual hours above zero, "
+        "and whose drawn PAY is positive; FRS rows, undrawn copies and every "
+        "other leaf keep their values"
+    ),
+    "pay_basis": (
+        "tape PAY is taxable pay, net of net-pay pension contributions and "
+        "salary sacrifice; the minimum wage binds gross pay, and the engine "
+        "reads employment_income (PAY + EPB + TAXTERM) as gross pay, so PAY "
+        "alone is compared with the gross minimum and a twin at the minimum "
+        "wage who pays net-pay contributions can be lifted by up to them"
+    ),
+    "reason": (
+        "stage 1 draws annual tape pay without hours and the tape holds "
+        "part-year workers, so a twin reporting usual employee hours could "
+        "draw a year's pay below what those hours earn at the minimum wage"
+    ),
+    "receipt": (
+        "eligible and floored source households (rounded), weighted people, "
+        "the weighted share floored and the weighted mean uplift; figures on "
+        "one to nine source households are <10"
+    ),
+}
 
 UK_FRS_HMRC_SPINE_LEAF_OUTPUT_COLUMNS = (
     *FRS_HMRC_RETAINED_LEAF_COLUMNS,
@@ -406,6 +449,7 @@ def evidence(self) -> dict[str, object]:
             ),
             "pension_coherence": self.imputation.pension_coherence,
             "state_pension_age_guard": list(self.imputation.state_pension_age_guard),
+            "employment_pay_floor": self.imputation.employment_pay_floor,
             "targets": {
                 "count": len(self.source_targets.targets),
                 "classification": dict(self.replay_report.summary),
@@ -775,6 +819,14 @@ def __call__(self, frame: Frame) -> Frame:
             if age_op is not None or guard_op is not None
             else None
         )
+        floor_op = _optional_operation(
+            self.stage, "floor_spi_employment_pay_at_minimum_wage"
+        )
+        employment_pay_floor = (
+            None
+            if floor_op is None
+            else load_spi_employment_pay_floor(uk_time_period(frame))
+        )
         state_pension_age_guard = (
             None
             if guard_op is None or donor_age_model is None
@@ -814,6 +866,7 @@ def __call__(self, frame: Frame) -> Frame:
             state_pension_age=(
                 None if donor_age_model is None else donor_age_model.state_pension_age
             ),
+            employment_pay_floor=employment_pay_floor,
         )
         result_frame = uk_national_frame(
             person=imputation.person,
@@ -1330,6 +1383,10 @@ def _assert_income_stage_parameters(
             "zero_pension_age_reports_below_state_pension_age",
             SPI_SPINE_STATE_PENSION_AGE_GUARD,
         ),
+        (
+            "floor_spi_employment_pay_at_minimum_wage",
+            SPI_SPINE_EMPLOYMENT_PAY_FLOOR,
+        ),
     ):
         operation = _optional_operation(stage, kind)
         if operation is None:
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
index 3cf044fc7d..6fc9d8c917 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
@@ -1016,3 +1016,101 @@ def test_the_stage_resets_the_esa_group_and_clears_a_loss_beside_a_profit(
     profit = person.loc[drawn, "self_employment_income"].to_numpy() > 0.0
     assert profit.any()
     assert (person.loc[drawn, "trading_loss"].to_numpy()[profit] == 0.0).all()
+
+
+def test_spi_pay_floor_reads_the_engines_minimum_wage_for_the_build_year() -> None:
+    floor = spi_income.load_spi_employment_pay_floor(2024)
+    assert floor.instant == "2024-04-30"
+    assert floor.weeks_in_year == 52.0
+    assert spi_income.SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER in floor.source
+    # 2024-25: the national living wage from 21 (S.I. 2024/432), £8.60 from 18
+    # and £6.40 below.
+    np.testing.assert_allclose(
+        floor.hourly_rate(np.array([16, 17, 18, 20, 21, 30, 70])),
+        [6.40, 6.40, 8.60, 8.60, 11.44, 11.44, 11.44],
+    )
+
+
+def test_spi_pay_floor_lifts_drawn_pay_before_employment_income_and_stage2(
+    monkeypatch, tmp_path
+) -> None:
+    """The floor moves only drawn PAY, before employment_income is derived.
+
+    FRS rows and every other leaf keep their values, and the transport
+    receipt is the unfloored draw's.
+    """
+
+    support = _dead_support()
+    person = support.person.copy()
+    weeks = 365.25 / 7
+    person["hours_worked"] = 35 * weeks
+    # A twin without a trade, so its hours are all employee hours.
+    person["self_employment_income"] = 0.0
+    channel = support_channel_column("person")
+    spi_rows = person.index[person[channel].eq("spi")]
+    person.loc[spi_rows[0], "age"] = 19
+    support = replace(support, person=person)
+    donor_path = tmp_path / SPI_DONOR_FILENAME
+    _write_donor(donor_path)
+    monkeypatch.setattr(spi_income, "QRF", _FakeQRF)
+    _bypass_reviewed_donor_identity(monkeypatch)
+    options = dict(
+        seed=9,
+        n_estimators=3,
+        donor_sample_size=None,
+        state_pension_age=66,
+        allow_in_sample_reference=True,
+    )
+    unfloored = impute_uk_spi_income_support(support, donor_path, **options)
+    floor = spi_income.load_spi_employment_pay_floor(2024)
+    floored = impute_uk_spi_income_support(
+        support, donor_path, employment_pay_floor=floor, **options
+    )
+
+    drawn = floored.person[spi_income.SPI_INCOME_RECIPIENT_COLUMN].to_numpy(bool)
+    assert drawn.any()
+    ages = floored.person.loc[drawn, "age"].to_numpy(dtype=float)
+    expected = 35 * 52 * floor.hourly_rate(ages)
+    np.testing.assert_allclose(
+        floored.person.loc[drawn, SPI_HMRC_PAY_COLUMN].to_numpy(), expected
+    )
+    assert (
+        unfloored.person.loc[drawn, SPI_HMRC_PAY_COLUMN].to_numpy() < expected
+    ).all()
+    np.testing.assert_allclose(
+        floored.person.loc[drawn, "employment_income"].to_numpy(),
+        floored.person.loc[
+            drawn,
+            [
+                SPI_HMRC_PAY_COLUMN,
+                SPI_HMRC_EMPLOYMENT_BENEFITS_COLUMN,
+                SPI_HMRC_TAXABLE_TERMINATION_PAY_COLUMN,
+            ],
+        ]
+        .sum(axis=1)
+        .to_numpy(),
+    )
+    untouched = [
+        column
+        for column in floored.person.columns
+        if column
+        not in {
+            SPI_HMRC_PAY_COLUMN,
+            "employment_income",
+            SPI_HMRC_EMPLOYED_INCOME_COLUMN,
+            SPI_HMRC_TOTAL_EARNED_INCOME_COLUMN,
+            HMRC_SPI_ASSESSABLE_INCOME_COLUMN,
+        }
+        and not column.startswith("hmrc_spi_total")
+    ]
+    pd.testing.assert_frame_equal(
+        floored.person.loc[~drawn], unfloored.person.loc[~drawn]
+    )
+    pd.testing.assert_frame_equal(
+        floored.person.loc[drawn, untouched], unfloored.person.loc[drawn, untouched]
+    )
+    assert floored.stage1_transport == unfloored.stage1_transport
+    assert unfloored.employment_pay_floor is None
+    receipt = floored.employment_pay_floor
+    assert receipt["step"] == "spi_employment_pay_floor_before_stage2"
+    assert receipt["floored"]["source_households"] == "<10"
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py
index 46ec7753eb..4bbf246f26 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py
@@ -720,6 +720,7 @@ def test_e3_operation_kinds_are_declared_in_order(self) -> None:
             "draw_spi_donor_ages_by_population",
             "fit_weighted_qrf_stage1",
             "resample_band_donor_leaves",
+            "floor_spi_employment_pay_at_minimum_wage",
             "fit_weighted_qrf_stage2",
             "zero_pension_age_reports_below_state_pension_age",
             "materialize_hmrc_income_bands_fail_closed",
@@ -1083,12 +1084,13 @@ def test_e7_declared_seed_lockstep(self) -> None:
         assert stages["hmrc_spi_income_spine"].operations[3].parameters["seed"] == 42
         # The reserved carriers' resample draws at stage seed + 2 (PolicyEngine/chronicle#280 lane).
         assert stages["hmrc_spi_income_spine"].operations[4].parameters["seed"] == 44
-        assert stages["hmrc_spi_income_spine"].operations[5].parameters["seed"] == 43
-        # The donor age draw and the State Pension age guard take no seed of
-        # their own: ages draw on the stage-1 seed, the guard is deterministic
-        # (microcosm#1069).
+        assert stages["hmrc_spi_income_spine"].operations[6].parameters["seed"] == 43
+        # The donor age draw, the employment pay floor and the State Pension
+        # age guard take no seed of their own: ages draw on the stage-1 seed,
+        # the floor and the guard are deterministic (microcosm#1069).
         assert "seed" not in stages["hmrc_spi_income_spine"].operations[2].parameters
-        assert "seed" not in stages["hmrc_spi_income_spine"].operations[6].parameters
+        assert "seed" not in stages["hmrc_spi_income_spine"].operations[5].parameters
+        assert "seed" not in stages["hmrc_spi_income_spine"].operations[7].parameters
         assert stages["spi_income_band_donors"].operations[0].parameters["seed"] == 3
         assert stages["uc_reporter_redraw"].operations[3].parameters["seed"] == 44
         assert stages["uc_capital_coherence"].operations[1].parameters["seed"] == 0
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py
index ce1ce77416..a76a6b717f 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py
@@ -1061,3 +1061,189 @@ def predict_from_uniforms(self, predictors, *, quantiles, sign_uniforms):
     assert seen.get("reached") is True
     if result is not None:
         assert result.stage1_transport["sign_class_mismatches"] == mismatch
+
+
+_PAY_FLOOR_2024_25 = spi_income.SPIEmploymentPayFloor(
+    age_thresholds=(0.0, 18.0, 21.0, 23.0, 25.0),
+    hourly_rates=(6.40, 8.60, 11.44, 11.44, 11.44),
+    weeks_in_year=52.0,
+    instant="2024-04-30",
+    source="fixture",
+)
+
+
+def _pay_floor_frames(
+    rows: list[dict[str, object]],
+) -> tuple[pd.DataFrame, pd.DataFrame, pd.Series, pd.Series]:
+    """One person per household; ``source`` names its source household."""
+
+    weeks = 365.25 / 7
+    person = pd.DataFrame(
+        {
+            "person_household_id": np.arange(1, len(rows) + 1),
+            "age": [row["age"] for row in rows],
+            "employment_status": [row.get("status", "FT_EMPLOYED") for row in rows],
+            "hours_worked": [row["weekly_hours"] * weeks for row in rows],
+            SPI_HMRC_PAY_COLUMN: [row["pay"] for row in rows],
+            "self_employment_income": [row.get("trade", 0.0) for row in rows],
+        },
+        index=np.arange(10, 10 + len(rows)),
+    )
+    household = pd.DataFrame(
+        {
+            "household_id": np.arange(1, len(rows) + 1),
+            "household_source_id": [row.get("source", i) for i, row in enumerate(rows)],
+        }
+    )
+    rows_mask = pd.Series([row.get("drawn", True) for row in rows], index=person.index)
+    weights = pd.Series(
+        [float(row.get("weight", 100.0)) for row in rows], index=person.index
+    )
+    return person, household, rows_mask, weights
+
+
+def test_spi_pay_floor_rate_follows_the_age_bands() -> None:
+    rates = _PAY_FLOOR_2024_25.hourly_rate(np.array([16, 17.9, 18, 20.5, 21, 64]))
+    np.testing.assert_allclose(rates, [6.40, 6.40, 8.60, 8.60, 11.44, 11.44])
+    with pytest.raises(ValueError, match="increasing age thresholds from zero"):
+        spi_income.SPIEmploymentPayFloor(
+            age_thresholds=(16.0, 21.0),
+            hourly_rates=(6.40, 11.44),
+            weeks_in_year=52.0,
+            instant="2024-04-30",
+            source="fixture",
+        )
+    with pytest.raises(ValueError, match="hourly rates must be positive"):
+        spi_income.SPIEmploymentPayFloor(
+            age_thresholds=(0.0,),
+            hourly_rates=(0.0,),
+            weeks_in_year=52.0,
+            instant="2024-04-30",
+            source="fixture",
+        )
+
+
+def test_spi_pay_floor_lifts_only_drawn_employee_pay_below_the_minimum() -> None:
+    person, household, rows, weights = _pay_floor_frames(
+        [
+            {"age": 30, "weekly_hours": 30, "pay": 5_000.0},  # floored, 21+
+            {"age": 19, "weekly_hours": 20, "pay": 2_000.0},  # floored, 18-20
+            {"age": 17, "weekly_hours": 10, "pay": 1_000.0},  # floored, under 18
+            {"age": 30, "weekly_hours": 30, "pay": 50_000.0},  # above the floor
+            {"age": 30, "weekly_hours": 0, "pay": 1_000.0},  # no hours
+            {"age": 30, "weekly_hours": 30, "pay": 0.0},  # no drawn pay
+            {
+                "age": 30,
+                "weekly_hours": 40,
+                "pay": 1_000.0,
+                "status": "FT_SELF_EMPLOYED",
+            },
+            {"age": 30, "weekly_hours": 40, "pay": 1_000.0, "drawn": False},  # FRS row
+        ]
+    )
+    before = person.copy()
+    floored, receipt = spi_income._floor_employment_pay_at_minimum_wage(
+        person,
+        rows=rows,
+        floor=_PAY_FLOOR_2024_25,
+        household=household,
+        person_weights=weights,
+    )
+
+    pay = floored[SPI_HMRC_PAY_COLUMN].to_numpy()
+    np.testing.assert_allclose(
+        pay[:3], [30 * 52 * 11.44, 20 * 52 * 8.60, 10 * 52 * 6.40]
+    )
+    np.testing.assert_array_equal(pay[3:], before[SPI_HMRC_PAY_COLUMN].to_numpy()[3:])
+    # Only the PAY leaf moves; the input frame is not modified.
+    pd.testing.assert_frame_equal(
+        floored.drop(columns=[SPI_HMRC_PAY_COLUMN]),
+        before.drop(columns=[SPI_HMRC_PAY_COLUMN]),
+    )
+    pd.testing.assert_frame_equal(person, before)
+    # Three floored rows on three source households: no weighted figure.
+    assert receipt["floored"] == {
+        "source_households": "<10",
+        "weighted_people": "<10",
+        "weighted_share_of_eligible": "<10",
+        "weighted_mean_uplift_gbp": "<10",
+        "weighted_amount_added_gbp": "<10",
+    }
+    assert receipt["eligible"]["source_households"] == "<10"
+    assert receipt["hourly_rate_by_age_from"] == {
+        "0": 6.40,
+        "18": 8.60,
+        "21": 11.44,
+        "23": 11.44,
+        "25": 11.44,
+    }
+    # Deterministic: the same inputs floor the same rows to the same pay.
+    again, again_receipt = spi_income._floor_employment_pay_at_minimum_wage(
+        person,
+        rows=rows,
+        floor=_PAY_FLOOR_2024_25,
+        household=household,
+        person_weights=weights,
+    )
+    pd.testing.assert_frame_equal(again, floored)
+    assert again_receipt == receipt
+
+
+def test_spi_pay_floor_receipt_counts_source_households_not_copies() -> None:
+    # Twelve floored copies of three source households, then twelve floored
+    # rows of twelve households and eight unfloored ones.
+    copies = [
+        {"age": 40, "weekly_hours": 35, "pay": 1_000.0, "source": index % 3}
+        for index in range(12)
+    ]
+    person, household, rows, weights = _pay_floor_frames(copies)
+    _, receipt = spi_income._floor_employment_pay_at_minimum_wage(
+        person,
+        rows=rows,
+        floor=_PAY_FLOOR_2024_25,
+        household=household,
+        person_weights=weights,
+    )
+    assert receipt["floored"]["source_households"] == "<10"
+    assert receipt["floored"]["weighted_mean_uplift_gbp"] == "<10"
+
+    many = [
+        {"age": 40, "weekly_hours": 35, "pay": 1_000.0, "source": 100 + index}
+        for index in range(12)
+    ] + [
+        {"age": 40, "weekly_hours": 35, "pay": 90_000.0, "source": 200 + index}
+        for index in range(8)
+    ]
+    person, household, rows, weights = _pay_floor_frames(many)
+    _, receipt = spi_income._floor_employment_pay_at_minimum_wage(
+        person,
+        rows=rows,
+        floor=_PAY_FLOOR_2024_25,
+        household=household,
+        person_weights=weights,
+    )
+    minimum = 35 * 52 * 11.44
+    assert receipt["eligible"] == {"source_households": 20, "weighted_people": 2_000.0}
+    assert receipt["floored"]["source_households"] == 10
+    assert receipt["floored"]["weighted_people"] == pytest.approx(1_200.0)
+    assert receipt["floored"]["weighted_share_of_eligible"] == pytest.approx(0.6)
+    assert receipt["floored"]["weighted_mean_uplift_gbp"] == pytest.approx(
+        minimum - 1_000.0
+    )
+    assert receipt["floored"]["weighted_amount_added_gbp"] == pytest.approx(
+        1_200.0 * (minimum - 1_000.0)
+    )
+
+
+def test_spi_pay_floor_refuses_a_frame_without_hours() -> None:
+    person, household, rows, weights = _pay_floor_frames(
+        [{"age": 30, "weekly_hours": 30, "pay": 5_000.0}]
+    )
+    with pytest.raises(ValueError, match="hours_worked"):
+        spi_income._floor_employment_pay_at_minimum_wage(
+            person.drop(columns=["hours_worked"]),
+            rows=rows,
+            floor=_PAY_FLOOR_2024_25,
+            household=household,
+            person_weights=weights,
+        )
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py
index c137c57ef7..d85eafb7d3 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py
@@ -24,6 +24,7 @@
     SPI_DONOR_REQUIRED_COLUMNS,
     SPI_INCOME_QRF_OUTPUT_COLUMNS,
     SPIDonorAgeModel,
+    SPIEmploymentPayFloor,
     impute_uk_spi_income_support,
 )
 from microcosm.build.uk_runtime.spi_spine import (
@@ -70,6 +71,8 @@ def _base_frame(*, time_period: str = "2023") -> object:
             "ossben_identifiable_subset": [0.0, 0.0],
             "srp_regular_code5": [0.0, 0.0],
             "employment_status": ["FT_EMPLOYED", "FT_EMPLOYED"],
+            # Annual usual hours, as frs_spine writes them.
+            "hours_worked": [30 * 365.25 / 7, 0.0],
             "miscellaneous_income": [0.0, 0.0],
             **{
                 column: [0.0, 0.0]
@@ -629,6 +632,19 @@ def uprating_factors(year):
             source="engine-free fixture",
         ),
     )
+    # The minimum wage is an engine read too; tests/engine/uk/
+    # test_uk_spi_income.py reads the real parameter.
+    monkeypatch.setattr(
+        spi_spine,
+        "load_spi_employment_pay_floor",
+        lambda _build_period: SPIEmploymentPayFloor(
+            age_thresholds=(0.0, 18.0, 21.0),
+            hourly_rates=(6.40, 8.60, 11.44),
+            weeks_in_year=52.0,
+            instant="2024-04-30",
+            source="engine-free fixture",
+        ),
+    )
     support_frame = UKSPISupportChannelStageTransform(
         stage=_committed_stage("spi_support_channel"),
         sample_fraction=0.0002,
@@ -717,6 +733,9 @@ def unexpected_loader(*_args, **_kwargs):
 
     assert uk_frame_content_identity(from_path) == uk_frame_content_identity(from_seam)
     assert path_transform.checkpoint_metadata() == seam_transform.checkpoint_metadata()
+    pay_floor = path_transform.checkpoint_metadata()["evidence"]["employment_pay_floor"]
+    assert pay_floor["step"] == "spi_employment_pay_floor_before_stage2"
+    assert pay_floor["source"] == "engine-free fixture"
 
 
 def test_income_stage_parameters_accept_the_committed_manifest() -> None:
@@ -760,6 +779,12 @@ def test_income_stage_parameters_refuse_a_base_channel_redraw() -> None:
             "spi_synthetic_support_channel",
             "target population",
         ),
+        (
+            "floor_spi_employment_pay_at_minimum_wage",
+            "weeks_in_year",
+            365.25 / 7,
+            "floor_spi_employment_pay_at_minimum_wage declaration drifted",
+        ),
     ],
 )
 def test_income_stage_parameters_refuse_a_recipient_domain_drift(

From 7df79735c512617670e4fb7cd692c1c290d399f6 Mon Sep 17 00:00:00 2001
From: Maria Juaristi <mariajuaristi@Marias-MacBook-Pro-2.local>
Date: Wed, 21 Oct 2026 15:41:17 +0100
Subject: [PATCH 04/44] Withhold the floored weight where the unfloored side is
 a small cell

The employment pay floor receipt gave the floored weight, the share
floored and the amount added beside the eligible weight, each suppressed
only on the floored side's support. Any of them with the eligible weight
gives back the weight of the eligible rows the floor left alone, which
could rest on one to nine source households. They are now "<10" whenever
either side rests on one to nine, as the Carer's Allowance take-up
receipt gives its share; the mean uplift alone does not give a side back
and keeps the floored side's rule. The receipt declaration in
sources.yaml, source_stages.json and the reviewed spine mapping says so.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../uk-spi-employment-pay-floor.fixed.md      |  2 +-
 .../src/microcosm/build/uk/source_stages.json |  2 +-
 .../src/microcosm/build/uk/spec/sources.yaml  |  2 +-
 .../microcosm/build/uk_runtime/spi_income.py  | 22 ++++++--
 .../microcosm/build/uk_runtime/spi_spine.py   |  6 ++-
 .../engine_free/uk/test_uk_spi_income.py      | 53 ++++++++++++-------
 6 files changed, 59 insertions(+), 28 deletions(-)

diff --git a/changelog.d/uk-spi-employment-pay-floor.fixed.md b/changelog.d/uk-spi-employment-pay-floor.fixed.md
index edc908c2d2..01c1997828 100644
--- a/changelog.d/uk-spi-employment-pay-floor.fixed.md
+++ b/changelog.d/uk-spi-employment-pay-floor.fixed.md
@@ -1 +1 @@
-The UK SPI income stage now floors drawn employment pay at the minimum wage for the twin's usual hours. Stage 1 draws annual tape pay on age, sex, region and the bridge predictors but not on hours, and the tape holds part-year workers, so a copy whose FRS twin reports usual hours in an employee job could draw a year's pay below what those hours earn at the minimum wage and fail the minimum-income tests of the 30 hours' childcare offer and Tax-Free Childcare more often than FRS rows. A new `floor_spi_employment_pay_at_minimum_wage` operation of `hmrc_spi_income_spine` lifts the drawn `hmrc_spi_pay` leaf to weekly usual hours (`hours_worked` read back at 365.25/7) times 52 weeks times policyengine-uk's `gov.hmrc.minimum_wage.non_apprentice` rate for the twin's age, read as the engine reads the build year (2024-25: £11.44 from 21, £8.60 from 18, £6.40 below). It runs after the stage-1 draw, the band-donor resample and the State Pension leaf guard, and before `employment_income` is derived from the leaves and stage 2 conditions on it, so the pension contributions, the HMRC aggregates and every later stage read the floored pay; the transport receipt keeps the unfloored draws' uniforms. It touches only drawn recipients other than reserved band carriers, whose twin has an employee main job, no trade and usual hours, and whose drawn pay is positive; self-employment and the other leaves keep their draws, and FRS rows are never modified. Tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice, while the minimum wage binds gross pay: PAY alone is compared with the gross minimum, since it is the leaf of the engine's gross `employment_income` input, so a twin at the minimum wage paying net-pay contributions can be lifted by up to them. The stage evidence gains an `employment_pay_floor` receipt with eligible and floored source households (rounded), weighted people, the weighted share floored and the weighted mean uplift, each "<10" on one to nine source households.
+The UK SPI income stage now floors drawn employment pay at the minimum wage for the twin's usual hours. Stage 1 draws annual tape pay on age, sex, region and the bridge predictors but not on hours, and the tape holds part-year workers, so a copy whose FRS twin reports usual hours in an employee job could draw a year's pay below what those hours earn at the minimum wage and fail the minimum-income tests of the 30 hours' childcare offer and Tax-Free Childcare more often than FRS rows. A new `floor_spi_employment_pay_at_minimum_wage` operation of `hmrc_spi_income_spine` lifts the drawn `hmrc_spi_pay` leaf to weekly usual hours (`hours_worked` read back at 365.25/7) times 52 weeks times policyengine-uk's `gov.hmrc.minimum_wage.non_apprentice` rate for the twin's age, read as the engine reads the build year (2024-25: £11.44 from 21, £8.60 from 18, £6.40 below). It runs after the stage-1 draw, the band-donor resample and the State Pension leaf guard, and before `employment_income` is derived from the leaves and stage 2 conditions on it, so the pension contributions, the HMRC aggregates and every later stage read the floored pay; the transport receipt keeps the unfloored draws' uniforms. It touches only drawn recipients other than reserved band carriers, whose twin has an employee main job, no trade and usual hours, and whose drawn pay is positive; self-employment and the other leaves keep their draws, and FRS rows are never modified. Tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice, while the minimum wage binds gross pay: PAY alone is compared with the gross minimum, since it is the leaf of the engine's gross `employment_income` input, so a twin at the minimum wage paying net-pay contributions can be lifted by up to them. The stage evidence gains an `employment_pay_floor` receipt with eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added, each "<10" on one to nine source households; the floored weight, share and amount, which beside the eligible weight give back the unfloored side, are given only where neither side rests on one to nine.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index c1ca3c5570..0a24958965 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -2178,7 +2178,7 @@
      "rows": "drawn recipients other than reserved band carriers, whose twin has no trade (has_trade 0), an employee main job and usual hours above zero, and whose drawn PAY is positive; FRS rows, undrawn copies and every other leaf keep their values",
      "pay_basis": "tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice; the minimum wage binds gross pay, and the engine reads employment_income (PAY + EPB + TAXTERM) as gross pay, so PAY alone is compared with the gross minimum and a twin at the minimum wage who pays net-pay contributions can be lifted by up to them",
      "reason": "stage 1 draws annual tape pay without hours and the tape holds part-year workers, so a twin reporting usual employee hours could draw a year's pay below what those hours earn at the minimum wage",
-     "receipt": "eligible and floored source households (rounded), weighted people, the weighted share floored and the weighted mean uplift; figures on one to nine source households are <10"
+     "receipt": "eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added; figures on one to nine source households are <10, and the floored weight, share and amount are given only where neither the floored nor the unfloored side rests on one to nine"
     },
     {
      "kind": "fit_weighted_qrf_stage2",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index b42f70fdbf..ce183fdb4d 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -1871,7 +1871,7 @@ stages:
     rows: "drawn recipients other than reserved band carriers, whose twin has no trade (has_trade 0), an employee main job and usual hours above zero, and whose drawn PAY is positive; FRS rows, undrawn copies and every other leaf keep their values"
     pay_basis: "tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice; the minimum wage binds gross pay, and the engine reads employment_income (PAY + EPB + TAXTERM) as gross pay, so PAY alone is compared with the gross minimum and a twin at the minimum wage who pays net-pay contributions can be lifted by up to them"
     reason: "stage 1 draws annual tape pay without hours and the tape holds part-year workers, so a twin reporting usual employee hours could draw a year's pay below what those hours earn at the minimum wage"
-    receipt: "eligible and floored source households (rounded), weighted people, the weighted share floored and the weighted mean uplift; figures on one to nine source households are <10"
+    receipt: "eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added; figures on one to nine source households are <10, and the floored weight, share and amount are given only where neither the floored nor the unfloored side rests on one to nine"
   - kind: fit_weighted_qrf_stage2
     training_population: uk_frs_raw_spine_base_support_channel
     target_population: spi_synthetic_support_channel claimants and partners (is_uc_claimant) aged 16 and over
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index b0981b2c34..6bd355ff47 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -881,11 +881,24 @@ def _floor_employment_pay_at_minimum_wage(
     )
     eligible_sources = distinct_count(sources, eligible, weights)
     floored_sources = distinct_count(sources, floored, weights)
+    unfloored_sources = distinct_count(sources, eligible & ~floored, weights)
     eligible_weight = float(weights[eligible].sum())
     floored_weight = float(weights[floored].sum())
     added = float((uplift * weights).sum())
     # Weighted figures over one to nine source households are "<10"; a count
     # of support is rounded (receipt_counts), and no row's value is given.
+    # The floored weight beside the eligible weight gives back the unfloored
+    # side, and so do the share times the eligible weight and the amount added
+    # over the mean uplift, so the floored weight, share and amount are given
+    # only where neither side rests on one to nine sources, as the Carer's
+    # Allowance take-up receipt gives its share.
+    either_side_small = 0 < min(floored_sources, unfloored_sources) < 10
+
+    def beside_eligible(value: float) -> float | str:
+        if either_side_small:
+            return "<10"
+        return small_cell_share(value, floored_sources)
+
     return result, {
         "step": "spi_employment_pay_floor_before_stage2",
         "column": SPI_EMPLOYMENT_PAY_FLOOR_COLUMN,
@@ -896,16 +909,15 @@ def _floor_employment_pay_at_minimum_wage(
         },
         "floored": {
             "source_households": rounded_count(floored_sources),
-            "weighted_people": small_cell_share(floored_weight, floored_sources),
-            "weighted_share_of_eligible": small_cell_share(
-                floored_weight / eligible_weight if eligible_weight > 0.0 else 0.0,
-                floored_sources,
+            "weighted_people": beside_eligible(floored_weight),
+            "weighted_share_of_eligible": beside_eligible(
+                floored_weight / eligible_weight if eligible_weight > 0.0 else 0.0
             ),
             "weighted_mean_uplift_gbp": small_cell_share(
                 added / floored_weight if floored_weight > 0.0 else 0.0,
                 floored_sources,
             ),
-            "weighted_amount_added_gbp": small_cell_share(added, floored_sources),
+            "weighted_amount_added_gbp": beside_eligible(added),
         },
     }
 
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
index 6964843787..1b87f9bf60 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
@@ -201,8 +201,10 @@
     ),
     "receipt": (
         "eligible and floored source households (rounded), weighted people, "
-        "the weighted share floored and the weighted mean uplift; figures on "
-        "one to nine source households are <10"
+        "the weighted share floored, the weighted mean uplift and the amount "
+        "added; figures on one to nine source households are <10, and the "
+        "floored weight, share and amount are given only where neither the "
+        "floored nor the unfloored side rests on one to nine"
     ),
 }
 
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py
index a76a6b717f..bbe7710b02 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py
@@ -1191,7 +1191,7 @@ def test_spi_pay_floor_lifts_only_drawn_employee_pay_below_the_minimum() -> None
 
 def test_spi_pay_floor_receipt_counts_source_households_not_copies() -> None:
     # Twelve floored copies of three source households, then twelve floored
-    # rows of twelve households and eight unfloored ones.
+    # rows of twelve households beside ten, then eight, unfloored ones.
     copies = [
         {"age": 40, "weekly_hours": 35, "pay": 1_000.0, "source": index % 3}
         for index in range(12)
@@ -1207,26 +1207,31 @@ def test_spi_pay_floor_receipt_counts_source_households_not_copies() -> None:
     assert receipt["floored"]["source_households"] == "<10"
     assert receipt["floored"]["weighted_mean_uplift_gbp"] == "<10"
 
-    many = [
-        {"age": 40, "weekly_hours": 35, "pay": 1_000.0, "source": 100 + index}
-        for index in range(12)
-    ] + [
-        {"age": 40, "weekly_hours": 35, "pay": 90_000.0, "source": 200 + index}
-        for index in range(8)
-    ]
-    person, household, rows, weights = _pay_floor_frames(many)
-    _, receipt = spi_income._floor_employment_pay_at_minimum_wage(
-        person,
-        rows=rows,
-        floor=_PAY_FLOOR_2024_25,
-        household=household,
-        person_weights=weights,
-    )
+    def receipt_of(unfloored: int) -> dict[str, object]:
+        rows_ = [
+            {"age": 40, "weekly_hours": 35, "pay": 1_000.0, "source": 100 + index}
+            for index in range(12)
+        ] + [
+            {"age": 40, "weekly_hours": 35, "pay": 90_000.0, "source": 200 + index}
+            for index in range(unfloored)
+        ]
+        person, household, rows, weights = _pay_floor_frames(rows_)
+        return spi_income._floor_employment_pay_at_minimum_wage(
+            person,
+            rows=rows,
+            floor=_PAY_FLOOR_2024_25,
+            household=household,
+            person_weights=weights,
+        )[1]
+
+    receipt = receipt_of(10)
     minimum = 35 * 52 * 11.44
-    assert receipt["eligible"] == {"source_households": 20, "weighted_people": 2_000.0}
+    assert receipt["eligible"] == {"source_households": 20, "weighted_people": 2_200.0}
     assert receipt["floored"]["source_households"] == 10
     assert receipt["floored"]["weighted_people"] == pytest.approx(1_200.0)
-    assert receipt["floored"]["weighted_share_of_eligible"] == pytest.approx(0.6)
+    assert receipt["floored"]["weighted_share_of_eligible"] == pytest.approx(
+        1_200.0 / 2_200.0
+    )
     assert receipt["floored"]["weighted_mean_uplift_gbp"] == pytest.approx(
         minimum - 1_000.0
     )
@@ -1234,6 +1239,18 @@ def test_spi_pay_floor_receipt_counts_source_households_not_copies() -> None:
         1_200.0 * (minimum - 1_000.0)
     )
 
+    # Eight unfloored sources: the floored weight, share or amount beside the
+    # eligible weight would give back their weight, so none is given.
+    receipt = receipt_of(8)
+    assert receipt["eligible"] == {"source_households": 20, "weighted_people": 2_000.0}
+    assert receipt["floored"] == {
+        "source_households": 10,
+        "weighted_people": "<10",
+        "weighted_share_of_eligible": "<10",
+        "weighted_mean_uplift_gbp": pytest.approx(minimum - 1_000.0),
+        "weighted_amount_added_gbp": "<10",
+    }
+
 
 def test_spi_pay_floor_refuses_a_frame_without_hours() -> None:
     person, household, rows, weights = _pay_floor_frames(

From 08a6a00adec7f68881a708f7b978cdee8224f08b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sun, 25 Oct 2026 18:00:57 +0000
Subject: [PATCH 05/44] Cap the SPI pay floor at the twin's rate, keep the
 tape's year of pay, gate hourly pay

uk-data#629: drawn SPI employees keep their FRS twin's hours while the tape
redraws their pay, and the tape's pay is the tax year's, so part-year tape
pay landed on current twins at very low hourly rates. On top of the floor
from uk-cc-spipay:

- The floor rate is the lower of the minimum wage for the twin's age and the
  twin's own hourly pay (its employment income before the draw over its
  annual hours), so no copy is held to a higher rate than the FRS person it
  copies; hours now read back at 52 a year (uk-data#531).
- The floored pay is the row's current pay only: its annual share becomes
  the unfloored over the floored employment income, so the annual measures
  (the HMRC income rows) still read the tape's pay.
- The receipt adds an hourly-pay check: the drawn employees' weighted share
  below the minimum wage before and after the floor, beside the FRS
  employees' share, and the eligible rows still below their floor; a share
  is withheld beside a side on one to nine source households.
- A release-blocking stage gate, uk_stage_hmrc_spi_income_spine_hourly_pay,
  holds the floor invariant and the drawn share to the FRS share plus two
  points; it joins the spine gate scope, and the battery and contract
  digests move with it.

Regenerated: source_stages.json (in step with sources.yaml), the sources
schema, the release input coverage manifest and the H2 parity fixture. The
floor's engine test gives each twin and its copy one age and pay, reads hours
at 52 weeks, and checks the twin cap, the kept year of pay and the employer
contribution that follows the floored pay.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../uk-spi-employment-pay-floor.fixed.md      |   2 +-
 .../spec_engine/schema/sources.schema.json    |   4 +
 .../src/microcosm/build/uk/gates.json         |  14 +
 .../uk/release_input_coverage_manifest.json   |  44 +--
 .../src/microcosm/build/uk/source_stages.json |   9 +-
 .../src/microcosm/build/uk/spec/sources.yaml  |   9 +-
 .../build/uk_runtime/battery_bindings.py      |   3 +
 .../build/uk_runtime/calibration_run.py       |   1 +
 .../microcosm/build/uk_runtime/spi_income.py  | 301 +++++++++++++-----
 .../microcosm/build/uk_runtime/spi_spine.py   |  19 +-
 .../build/uk_runtime/stage_health.py          |  76 +++++
 .../tests/engine/uk/test_uk_spi_income.py     |  41 ++-
 .../engine_free/shared/test_country_spec.py   |   2 +
 .../engine_free/uk/test_uk_spi_income.py      | 185 ++++++++---
 .../engine_free/uk/test_uk_stage_health.py    |  44 +++
 .../src/microcosm/data/contract.py            |  13 +-
 .../tests/engine_free/shared/test_contract.py |   8 +-
 .../parity/uk_spine/sources/fixture.json      |  17 +
 .../fixtures/parity/uk_spine/uk_spine.json    |   2 +-
 19 files changed, 619 insertions(+), 175 deletions(-)

diff --git a/changelog.d/uk-spi-employment-pay-floor.fixed.md b/changelog.d/uk-spi-employment-pay-floor.fixed.md
index 01c1997828..7cc3a9e78b 100644
--- a/changelog.d/uk-spi-employment-pay-floor.fixed.md
+++ b/changelog.d/uk-spi-employment-pay-floor.fixed.md
@@ -1 +1 @@
-The UK SPI income stage now floors drawn employment pay at the minimum wage for the twin's usual hours. Stage 1 draws annual tape pay on age, sex, region and the bridge predictors but not on hours, and the tape holds part-year workers, so a copy whose FRS twin reports usual hours in an employee job could draw a year's pay below what those hours earn at the minimum wage and fail the minimum-income tests of the 30 hours' childcare offer and Tax-Free Childcare more often than FRS rows. A new `floor_spi_employment_pay_at_minimum_wage` operation of `hmrc_spi_income_spine` lifts the drawn `hmrc_spi_pay` leaf to weekly usual hours (`hours_worked` read back at 365.25/7) times 52 weeks times policyengine-uk's `gov.hmrc.minimum_wage.non_apprentice` rate for the twin's age, read as the engine reads the build year (2024-25: £11.44 from 21, £8.60 from 18, £6.40 below). It runs after the stage-1 draw, the band-donor resample and the State Pension leaf guard, and before `employment_income` is derived from the leaves and stage 2 conditions on it, so the pension contributions, the HMRC aggregates and every later stage read the floored pay; the transport receipt keeps the unfloored draws' uniforms. It touches only drawn recipients other than reserved band carriers, whose twin has an employee main job, no trade and usual hours, and whose drawn pay is positive; self-employment and the other leaves keep their draws, and FRS rows are never modified. Tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice, while the minimum wage binds gross pay: PAY alone is compared with the gross minimum, since it is the leaf of the engine's gross `employment_income` input, so a twin at the minimum wage paying net-pay contributions can be lifted by up to them. The stage evidence gains an `employment_pay_floor` receipt with eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added, each "<10" on one to nine source households; the floored weight, share and amount, which beside the eligible weight give back the unfloored side, are given only where neither side rests on one to nine.
+The UK SPI income stage now gives drawn employees current pay consistent with their twin's hours, and keeps the SPI tape's pay as their year of pay (uk-data#629). Stage 1 draws annual tape pay on age, sex, region and the bridge predictors but not on hours, and the tape holds part-year workers, so a copy whose FRS twin reports usual hours in an employee job could draw a year's pay below what those hours earn at the minimum wage and fail the minimum-income tests of the 30 hours' childcare offer, Tax-Free Childcare and the benefit cap more often than FRS rows. A new `floor_spi_employment_pay_at_minimum_wage` operation of `hmrc_spi_income_spine` lifts the drawn `hmrc_spi_pay` leaf to the twin's usual weekly hours (`hours_worked` read back at 52) times 52 weeks times the lower of policyengine-uk's `gov.hmrc.minimum_wage.non_apprentice` rate for the twin's age, read as the engine reads the build year (2024-25: £11.44 from 21, £8.60 from 18, £6.40 below), and the twin's own hourly pay, so no copy is held to a higher hourly rate than the FRS person it copies. The floored pay is the row's current pay; its `employment_income_annual_share` becomes its unfloored over its floored employment income, so the annual measures, which the HMRC income rows read, still read the tape's pay: low tape pay is read as part of a year at the floored rate. The operation runs after the stage-1 draw, the band-donor resample and the State Pension leaf guard, and before `employment_income` is derived from the leaves and stage 2 conditions on it, so the pension contributions (#1332's twin employer rate now applies to the floored pay) and every later stage read the floored current pay; the transport receipt keeps the unfloored draws' uniforms. It touches only drawn recipients other than reserved band carriers, whose twin has an employee main job, no trade and usual hours, and whose drawn pay is positive; FRS rows are never modified. Tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice, while the minimum wage binds gross pay: PAY alone is compared with the gross minimum, since it is the leaf of the engine's gross `employment_income` input. The stage evidence gains an `employment_pay_floor` receipt with eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added, and an hourly-pay check: the weighted shares of the drawn employees below the minimum wage for their age before and after the floor beside the FRS employees' share, and the eligible rows still below their floor; every figure on one to nine source households, or beside a side on one to nine, is "<10". A new release-blocking stage gate, `uk_stage_hmrc_spi_income_spine_hourly_pay`, refuses a spine where an eligible drawn employee stays below its floor or where, after the floor, drawn employees sit below the minimum wage more often than FRS employees by more than two points; its details give verdicts only. The gate joins the spine gate scope, so spines saved before it no longer match a build's battery.
diff --git a/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json b/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
index 7c6a4f920f..d7cad54e7b 100644
--- a/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
+++ b/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
@@ -9794,6 +9794,7 @@
       "rows",
       "pay_basis",
       "reason",
+      "annual_income",
       "receipt"
      ],
      "properties": {
@@ -9832,6 +9833,9 @@
       "reason": {
        "type": "string"
       },
+      "annual_income": {
+       "type": "string"
+      },
       "receipt": {
        "type": "string"
       }
diff --git a/packages/microcosm-build/src/microcosm/build/uk/gates.json b/packages/microcosm-build/src/microcosm/build/uk/gates.json
index 2e6322ac42..a8a88f13cb 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/gates.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/gates.json
@@ -577,6 +577,20 @@
       },
       "notes": "Stage-time SPI redraw identity gate over the HMRC SPI income spine receipt."
     },
+    {
+      "id": "uk_stage_hmrc_spi_income_spine_hourly_pay",
+      "gate": "stage_health",
+      "phase": "transferred",
+      "criticality": "release_blocking",
+      "evidence_absent_blocks": true,
+      "population_fact_check": true,
+      "parameters": {
+        "stage": "hmrc_spi_income_spine",
+        "check": "spi_hourly_pay",
+        "maximum_share_above_frs": 0.02
+      },
+      "notes": "Stage-time hourly-pay check over the employment pay floor receipt (uk-data#629): no eligible drawn SPI employee keeps pay below its floor (its twin's hours at the lower of the minimum wage for its age and the twin's own hourly pay), and the drawn employees' weighted share below the minimum wage for their age after the floor is at most the FRS employees' own share plus maximum_share_above_frs. A withheld share (fewer than ten source households on a side) is not judged. A synthetic smoke build records a failure without blocking on it (population_fact_check)."
+    },
     {
       "id": "uk_stage_spi_benefit_coherence",
       "gate": "stage_health",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
index 3eed11d8a0..579e7bc51c 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
@@ -470,7 +470,7 @@
    "required_mass_change_reason": "Capital-gains incidence anchor moves the mass of non-liable clone households back to their paired originals until the sub-exempt and loss-making clone mass match the Advani-Summers reporter composition at the redrawn liable mass; every pair's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, the HMRC Table 3 redrawn gains on the spine and Advani-Summers capital-gains incidence"
@@ -493,7 +493,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, and Advani-Summers capital-gains incidence"
@@ -516,7 +516,7 @@
    "required_mass_change_reason": "Capital-gains residential split divides every household carrying liable gainers into arms weighted by the solved residential probabilities, one arm per subset of residential gainers; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative) on the amounts the Table 3 redraw placed"
@@ -538,7 +538,7 @@
    "required_mass_change_reason": "Capital-gains support split divides the wealthiest households of each HMRC Table 3 income band into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "HMRC Capital Gains Tax statistics, July 2026 release, Table 3 for 2024-25, via the vendored conditioning facts",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support and HMRC Capital Gains Tax statistics Table 3 (2024-25 individuals by size of gain and taxable income)"
@@ -567,7 +567,7 @@
    "required_mass_change_reason": "ETB public-services imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab, DfT rail fare index, and public NHS activity/cost table.",
     "survey": "Effects of Taxes and Benefits 1977-2024 and NHS age-gender public table"
@@ -587,7 +587,7 @@
    "required_mass_change_reason": "ETB VAT expenditure-rate imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab and cited VAT anchor resource.",
     "survey": "Effects of Taxes and Benefits 1977-2024"
@@ -609,7 +609,7 @@
    "required_mass_change_reason": "High-value home support divides every owner household in the top value stratum of its region into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "Microcosm structural operator (microcosm#1240 fix 1); no publisher input",
     "survey": "Family Resources Survey 2024-25 and SPI synthetic support, after the WAS wealth draw and the regional property uprating"
@@ -630,7 +630,7 @@
    "required_mass_change_reason": "CGT asset-type assignment on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative), Table 4.1 (individuals claiming Business Asset Disposal Relief or Investors' Relief by band of qualifying gain, 2024-25, administrative) and Table 7 (disposals, proceeds and gains by asset type, 2023-24, sample-based), vendored from the pinned Chronicle feed"
@@ -654,7 +654,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "conditioning_resource": "hmrc_cgt_conditioning_facts.json",
     "conditioning_resource_sha256": "e54cdad4cfe4498bfddb329d6b0aef468ea542a55c1970df574859626a3d19d3",
@@ -744,7 +744,7 @@
     "full_frs_tei_band_unavailable"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "hmrc_surface": "2023-24",
     "mapped_build_period": "2024",
@@ -812,7 +812,7 @@
    "required_mass_change_reason": "LCFS consumption imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "UK Data Service SN 9603 Living Costs and Food Survey 2024-25 (2nd edition) household/person tabs and the vendored Chronicle facts for NEED 2024 mean kWh, DESNZ Energy Trends and QEP average prices paid for calendar 2024, road-fuel outturn (DESNZ, HMRC, ONS Consumer Trends) and road fuel by vehicle type (DESNZ), ONS Consumer Trends household spending by COICOP division, the DfT VEH1103 licensed-car stock, NTS bus use, and the DfT and devolved bus finance tables and fares indices.",
     "survey": "Living Costs and Food Survey 2024-25"
@@ -838,7 +838,7 @@
    "required_mass_change_reason": "NTS bus-travel imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "Department for Transport National Travel Survey, UK Data Service SN 5340 (End User Licence, 19th edition, November 2025), DOI 10.5255/UKDA-SN-5340-19; local licensed tab files (household, individual, trip); England residents only from 2013.",
     "survey": "National Travel Survey 2002-2024"
@@ -858,7 +858,7 @@
    "required_mass_change_reason": "Private-school attendance stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "policyengine-uk attends_private_school (the gov.simulation.private_school_vat attendance rates and factor), evaluated by the pinned engine",
     "survey": "policyengine-uk private-school attendance imputation, stored at the spine's weights"
@@ -881,7 +881,7 @@
     "property_finance_costs"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/property-rental-income-statistics",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Property Rental Income Statistics 2026 (tax year 2024-25)"
@@ -902,7 +902,7 @@
    "required_mass_change_reason": "Annual property purchases imputed on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/uk-stamp-tax-statistics",
     "survey": "HMRC Annual Stamp Tax Statistics 2024 to 2025 (corrected 11 March 2026), Tables 6b, 8a and 8b"
@@ -925,7 +925,7 @@
     "property_wealth"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "uk/high_value_home_value_knots.json, built by tools/build_uk_high_value_home_stock.py from PolicyEngine/chronicle#343's registrations",
     "survey": "HM Land Registry Price Paid latest sales uprated with the UK House Price Index, owner-weighted by region (the dense value node's knots, region level)"
@@ -949,7 +949,7 @@
     "non_residential_property_value"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "MHCLG dwellings and the UK House Price Index regional average price averaged over the twelve months of calendar 2024 from the July 2026 full file, the frame's valuation basis, so the engine's annual uprating from 2024 projects the value once (microcosm#1240 fix 5).",
     "survey": "Public regional property reference"
@@ -977,7 +977,7 @@
     "employment_income"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "HMRC, Salary sacrifice reform for pension contributions effective from 6 April 2029",
     "survey": "Family Resources Survey 2024-25 salary-sacrifice respondents and HMRC salary-sacrifice reform analysis"
@@ -1010,7 +1010,7 @@
     "household_source_id"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "Reserved SPI support households for the HMRC Table 2.5 total-income bands from GBP 200,000, stacked at the published band taxpayer count over the donors per band (PolicyEngine/chronicle#280 lane).",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Income Tax liabilities statistics July 2026 Table 2.5"
@@ -1032,7 +1032,7 @@
     "student_loan_plan"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "Explore Education Statistics Table 6a, Higher education total",
     "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
@@ -1054,7 +1054,7 @@
    "required_mass_change_reason": "WAS Lifetime ISA imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "Wealth and Assets Survey round 8"
@@ -1093,7 +1093,7 @@
    "required_mass_change_reason": "WAS wealth imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "9502ec6306f5aebc76e811b7265e3e4b8d79e85c46edf4d2db23ea4ea10f2e7c",
+   "source_manifest_sha256": "08772de420ddd59565d6bf0a89544532146b5a40eb54d58c2763dc67dbc8d7fd",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed 2006-22 household tab.",
     "survey": "Wealth and Assets Survey round 8"
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 0a24958965..271f33409b 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -2168,17 +2168,18 @@
      "kind": "floor_spi_employment_pay_at_minimum_wage",
      "column": "hmrc_spi_pay",
      "hours_column": "hours_worked",
-     "hours_basis": "annual usual hours: the FRS adult's usual weekly hours in all jobs (TOTHOURS) times 365.25/7, read back to weekly hours",
+     "hours_basis": "annual usual hours: the FRS adult's usual weekly hours in all jobs (TOTHOURS) times 52, read back to weekly hours",
      "weeks_in_year": 52,
-     "hourly_rate": "policyengine-uk gov.hmrc.minimum_wage.non_apprentice by the twin's age, read as the engine reads the build year (30 April)",
+     "hourly_rate": "the lower of policyengine-uk gov.hmrc.minimum_wage.non_apprentice by the twin's age, read as the engine reads the build year (30 April), and the twin's own hourly pay (its employment income before the draw over its annual hours)",
      "employee_statuses": [
       "FT_EMPLOYED",
       "PT_EMPLOYED"
      ],
      "rows": "drawn recipients other than reserved band carriers, whose twin has no trade (has_trade 0), an employee main job and usual hours above zero, and whose drawn PAY is positive; FRS rows, undrawn copies and every other leaf keep their values",
      "pay_basis": "tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice; the minimum wage binds gross pay, and the engine reads employment_income (PAY + EPB + TAXTERM) as gross pay, so PAY alone is compared with the gross minimum and a twin at the minimum wage who pays net-pay contributions can be lifted by up to them",
-     "reason": "stage 1 draws annual tape pay without hours and the tape holds part-year workers, so a twin reporting usual employee hours could draw a year's pay below what those hours earn at the minimum wage",
-     "receipt": "eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added; figures on one to nine source households are <10, and the floored weight, share and amount are given only where neither the floored nor the unfloored side rests on one to nine"
+     "reason": "stage 1 draws annual tape pay without hours and the tape holds part-year workers, so a twin reporting usual employee hours could draw a year's pay below what those hours earn at the minimum wage (uk-data#629)",
+     "annual_income": "the floored pay is the row's current pay; its employment_income_annual_share becomes its unfloored over its floored employment income, so the annual measures read the tape's year of pay",
+     "receipt": "eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added; figures on one to nine source households are <10, and the floored weight, share and amount are given only where neither the floored nor the unfloored side rests on one to nine; the hourly-pay check gives the weighted shares of the drawn employees below the minimum wage for their age before and after the floor, beside the FRS employees' share, each withheld beside a side on one to nine, and the eligible rows still below their floor (banded, zero exact)"
     },
     {
      "kind": "fit_weighted_qrf_stage2",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index ce183fdb4d..f836258556 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -1862,16 +1862,17 @@ stages:
   - kind: floor_spi_employment_pay_at_minimum_wage
     column: hmrc_spi_pay
     hours_column: hours_worked
-    hours_basis: "annual usual hours: the FRS adult's usual weekly hours in all jobs (TOTHOURS) times 365.25/7, read back to weekly hours"
+    hours_basis: "annual usual hours: the FRS adult's usual weekly hours in all jobs (TOTHOURS) times 52, read back to weekly hours"
     weeks_in_year: 52
-    hourly_rate: "policyengine-uk gov.hmrc.minimum_wage.non_apprentice by the twin's age, read as the engine reads the build year (30 April)"
+    hourly_rate: "the lower of policyengine-uk gov.hmrc.minimum_wage.non_apprentice by the twin's age, read as the engine reads the build year (30 April), and the twin's own hourly pay (its employment income before the draw over its annual hours)"
     employee_statuses:
     - FT_EMPLOYED
     - PT_EMPLOYED
     rows: "drawn recipients other than reserved band carriers, whose twin has no trade (has_trade 0), an employee main job and usual hours above zero, and whose drawn PAY is positive; FRS rows, undrawn copies and every other leaf keep their values"
     pay_basis: "tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice; the minimum wage binds gross pay, and the engine reads employment_income (PAY + EPB + TAXTERM) as gross pay, so PAY alone is compared with the gross minimum and a twin at the minimum wage who pays net-pay contributions can be lifted by up to them"
-    reason: "stage 1 draws annual tape pay without hours and the tape holds part-year workers, so a twin reporting usual employee hours could draw a year's pay below what those hours earn at the minimum wage"
-    receipt: "eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added; figures on one to nine source households are <10, and the floored weight, share and amount are given only where neither the floored nor the unfloored side rests on one to nine"
+    reason: "stage 1 draws annual tape pay without hours and the tape holds part-year workers, so a twin reporting usual employee hours could draw a year's pay below what those hours earn at the minimum wage (uk-data#629)"
+    annual_income: "the floored pay is the row's current pay; its employment_income_annual_share becomes its unfloored over its floored employment income, so the annual measures read the tape's year of pay"
+    receipt: "eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added; figures on one to nine source households are <10, and the floored weight, share and amount are given only where neither the floored nor the unfloored side rests on one to nine; the hourly-pay check gives the weighted shares of the drawn employees below the minimum wage for their age before and after the floor, beside the FRS employees' share, each withheld beside a side on one to nine, and the eligible rows still below their floor (banded, zero exact)"
   - kind: fit_weighted_qrf_stage2
     training_population: uk_frs_raw_spine_base_support_channel
     target_population: spi_synthetic_support_channel claimants and partners (is_uc_claimant) aged 16 and over
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/battery_bindings.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/battery_bindings.py
index f56ad3e5dd..7adfc9cc7b 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/battery_bindings.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/battery_bindings.py
@@ -2202,6 +2202,9 @@ def _ledger_compile_parity_required_artifacts(
                 "rate_key",
                 "maximum_relative_realization_deviation",
                 "maximum_implied_relief",
+                # uk-data#629 spi_hourly_pay check: the drawn employees' share
+                # below the minimum wage may exceed the FRS rows' by this much.
+                "maximum_share_above_frs",
             }
         ),
         artifact_keys=frozenset({"stage_evidence"}),
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/calibration_run.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/calibration_run.py
index 6298dbc81e..547bb301e7 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/calibration_run.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/calibration_run.py
@@ -120,6 +120,7 @@
     "uk_stage_frs_annual_income_spells",
     "uk_stage_spi_support_channel_mass",
     "uk_stage_hmrc_spi_income_spine_identity",
+    "uk_stage_hmrc_spi_income_spine_hourly_pay",
     "uk_stage_spi_benefit_coherence",
     "uk_stage_uc_take_up",
     "uk_stage_pension_credit_take_up",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index 6bd355ff47..40484080b9 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -21,6 +21,7 @@
 )
 from microcosm.build.uk_runtime.frs_annual_income import (
     ANNUAL_SHARE_COLUMNS,
+    EMPLOYMENT_INCOME_ANNUAL_SHARE,
     EMPLOYMENT_INCOME_OTHER_SPELLS,
     FRS_ANNUAL_INCOME_OUTPUT_COLUMNS,
     SELF_EMPLOYMENT_INCOME_OTHER_SPELLS,
@@ -52,6 +53,7 @@
 )
 from microcosm.build.uk_runtime.receipt_counts import (
     distinct_count,
+    extreme_count,
     rounded_count,
     small_cell_share,
     source_household_ids,
@@ -680,16 +682,22 @@ def _zero_below_state_pension_age(
     }
 
 
-#: The employment pay floor. Stage 1 draws a recipient's annual tape pay on
-#: age, sex, region and the bridge predictors, not on hours, and the tape
-#: holds part-year workers, so a twin who reports usual hours in an employee
-#: job could draw a year's pay below what those hours earn at the minimum
-#: wage, and the drawn rows of employees working 16 or more hours fell under
-#: the 30 hours' minimum-income threshold more often than FRS rows. The floor
-#: lifts the drawn PAY leaf to the twin's usual weekly hours times the weeks
-#: below times the engine's minimum wage for the twin's age, before
-#: employment_income is derived from the leaves and before stage 2 conditions
-#: on it, so every later reader sees the floored pay.
+#: The employment pay floor (uk-data#629). Stage 1 draws a recipient's annual
+#: tape pay on age, sex, region and the bridge predictors, not on hours, and
+#: the tape holds part-year workers, so a twin who reports usual hours in an
+#: employee job could draw a year's pay below what those hours earn at the
+#: minimum wage, and the drawn rows of employees working 16 or more hours fell
+#: under the 30 hours' minimum-income threshold more often than FRS rows. The
+#: floor lifts the drawn PAY leaf to the twin's usual weekly hours times the
+#: weeks below times the lower of the engine's minimum wage for the twin's age
+#: and the twin's own hourly pay, before employment_income is derived from the
+#: leaves and before stage 2 conditions on it, so every later reader sees the
+#: floored pay as the row's current pay. The tape's pay stays the row's year of
+#: pay: the row's employment_income_annual_share becomes its unfloored over its
+#: floored employment income, so the annual measures, which the HMRC income
+#: rows read, still read the tape (low tape pay is read as part of a year at
+#: the floored rate). The twin's own rate caps the floor so that no copy is held
+#: to a higher hourly rate than the FRS person it copies.
 #:
 #: The pay basis: tape PAY is taxable pay, net of net-pay pension
 #: contributions and salary sacrifice, while the minimum wage binds gross pay.
@@ -709,11 +717,20 @@ def _zero_below_state_pension_age(
 #: the spine leaves it. Apprentices cannot be told apart on the FRS twin.
 SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER = "gov.hmrc.minimum_wage.non_apprentice"
 #: Paid weeks a year. The spine's hours_worked annualises usual weekly hours at
-#: 365.25/7 (frs_spine.WEEKS_IN_YEAR); the floor reads them back to weekly
-#: hours and pays 52 weeks, the lower of the two readings.
+#: frs_spine.WEEKS_IN_YEAR (52, uk-data#531); the floor reads them back to
+#: weekly hours and pays 52 weeks.
 SPI_EMPLOYMENT_PAY_FLOOR_WEEKS = 52
 #: employment_status values of an employee main job (FRS EMPSTATI 1 and 2).
 SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES = ("FT_EMPLOYED", "PT_EMPLOYED")
+SPI_EMPLOYMENT_PAY_FLOOR_RATE_RULE = (
+    "the lower of the minimum wage for the twin's age and the twin's own hourly "
+    "pay (its employment income before the draw over its annual hours)"
+)
+SPI_EMPLOYMENT_PAY_FLOOR_ANNUAL_RULE = (
+    "the floored pay is the row's current pay; its employment_income_annual_share "
+    "becomes its unfloored over its floored employment income, so the annual "
+    "measures read the tape's year of pay"
+)
 
 
 @dataclass(frozen=True)
@@ -815,14 +832,25 @@ def _floor_employment_pay_at_minimum_wage(
     floor: SPIEmploymentPayFloor,
     household: pd.DataFrame,
     person_weights: pd.Series,
-) -> tuple[pd.DataFrame, dict[str, object]]:
-    """Lift drawn PAY on ``rows`` to the twin's hours at the minimum wage.
-
-    ``rows`` are the recipients the floor may touch (the caller leaves out
-    band carriers and twins with a trade). Of those, a row is floored only
-    when its twin's main job is as an employee, its twin reports usual hours
-    and its drawn PAY is positive: the floor lifts drawn pay, never creates
-    it. Self-employment and every other leaf keep their draws. The receipt
+    twin_pay: pd.Series,
+    reference_rows: pd.Series,
+) -> tuple[pd.DataFrame, dict[str, object], pd.Series]:
+    """Lift drawn PAY on ``rows`` to the twin's hours at its floor rate.
+
+    The floor rate is the lower of the minimum wage for the twin's age and the
+    twin's own hourly pay (``twin_pay``, its employment income before the
+    draw, over its annual hours; a twin without pay caps nothing). ``rows`` are
+    the recipients the floor may touch (the caller leaves out band carriers
+    and twins with a trade). Of those, a row is floored only when its twin's
+    main job is as an employee, its twin reports usual hours and its drawn PAY
+    is positive: the floor lifts drawn pay, never creates it. Self-employment
+    and every other leaf keep their draws.
+
+    The hourly-pay check compares the drawn rows with ``reference_rows``, the
+    FRS rows under the same employee rule on their own pay: the share of each
+    below the minimum wage for their age, before and after the floor. Returns
+    the frame, the receipt and each row's uplift (zero elsewhere), from which
+    the caller keeps the tape's pay as the row's year of pay. The receipt
     counts support by distinct source household and gives no row's value.
     """
 
@@ -832,53 +860,66 @@ def _floor_employment_pay_at_minimum_wage(
             SPI_EMPLOYMENT_PAY_FLOOR_COLUMN,
             SPI_EMPLOYMENT_PAY_FLOOR_HOURS_COLUMN,
             "employment_status",
+            "self_employment_income",
             "age",
             "person_household_id",
         ),
         label="SPI employment pay floor",
     )
-    candidates = person.loc[rows.reindex(person.index).fillna(False).astype(bool)]
-    hours = pd.to_numeric(
-        candidates[SPI_EMPLOYMENT_PAY_FLOOR_HOURS_COLUMN], errors="coerce"
-    ).to_numpy(dtype=np.float64)
-    pay = pd.to_numeric(
-        candidates[SPI_EMPLOYMENT_PAY_FLOOR_COLUMN], errors="coerce"
-    ).to_numpy(dtype=np.float64)
-    if not np.isfinite(hours).all() or (hours < 0.0).any():
-        raise ValueError("SPI pay floor hours must be finite and non-negative.")
-    if not np.isfinite(pay).all():
-        raise ValueError("SPI pay floor drawn pay must be finite.")
-    employee = (
-        candidates["employment_status"]
-        .astype(str)
-        .isin(SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES)
-        .to_numpy()
-    )
-    eligible = employee & (hours > 0.0) & (pay > 0.0)
-    minimum = (
-        hours
-        / WEEKS_IN_YEAR
-        * floor.weeks_in_year
-        * floor.hourly_rate(candidates["age"].to_numpy(dtype=np.float64))
+
+    def employee_rows(
+        mask: pd.Series,
+    ) -> tuple[pd.DataFrame, np.ndarray, np.ndarray, np.ndarray]:
+        frame = person.loc[mask.reindex(person.index).fillna(False).astype(bool)]
+        hours = pd.to_numeric(
+            frame[SPI_EMPLOYMENT_PAY_FLOOR_HOURS_COLUMN], errors="coerce"
+        ).to_numpy(dtype=np.float64)
+        pay = pd.to_numeric(
+            frame[SPI_EMPLOYMENT_PAY_FLOOR_COLUMN], errors="coerce"
+        ).to_numpy(dtype=np.float64)
+        if not np.isfinite(hours).all() or (hours < 0.0).any():
+            raise ValueError("SPI pay floor hours must be finite and non-negative.")
+        if not np.isfinite(pay).all():
+            raise ValueError("SPI pay floor drawn pay must be finite.")
+        employee = (
+            frame["employment_status"]
+            .astype(str)
+            .isin(SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES)
+            .to_numpy()
+        )
+        return frame, hours, pay, employee & (hours > 0.0) & (pay > 0.0)
+
+    candidates, hours, pay, eligible = employee_rows(rows)
+    paid_weeks = hours / WEEKS_IN_YEAR * floor.weeks_in_year
+    minimum_wage = floor.hourly_rate(candidates["age"].to_numpy(dtype=np.float64))
+    twin = pd.to_numeric(twin_pay.reindex(candidates.index), errors="coerce").to_numpy(
+        dtype=np.float64
     )
+    if not np.isfinite(twin[eligible]).all():
+        raise ValueError("SPI pay floor needs the FRS twin's pay of every drawn row.")
+    with np.errstate(divide="ignore", invalid="ignore"):
+        twin_rate = np.where(
+            (twin > 0.0) & (paid_weeks > 0.0), twin / paid_weeks, np.inf
+        )
+    minimum = paid_weeks * np.minimum(minimum_wage, twin_rate)
     floored = eligible & (pay < minimum)
     uplift = np.where(floored, minimum - pay, 0.0)
+    floored_pay = np.where(floored, minimum, pay)
     result = person.copy()
     result.loc[candidates.index[floored], SPI_EMPLOYMENT_PAY_FLOOR_COLUMN] = minimum[
         floored
     ]
 
-    weights = person_weights.loc[candidates.index].to_numpy(dtype=np.float64)
-    sources = (
-        candidates["person_household_id"]
-        .map(
-            pd.Series(
-                source_household_ids(household, stage="The SPI employment pay floor"),
-                index=household["household_id"].to_numpy(),
-            )
-        )
-        .to_numpy()
+    household_sources = pd.Series(
+        source_household_ids(household, stage="The SPI employment pay floor"),
+        index=household["household_id"].to_numpy(),
     )
+
+    def sources_of(frame: pd.DataFrame) -> np.ndarray:
+        return frame["person_household_id"].map(household_sources).to_numpy()
+
+    weights = person_weights.loc[candidates.index].to_numpy(dtype=np.float64)
+    sources = sources_of(candidates)
     eligible_sources = distinct_count(sources, eligible, weights)
     floored_sources = distinct_count(sources, floored, weights)
     unfloored_sources = distinct_count(sources, eligible & ~floored, weights)
@@ -899,28 +940,101 @@ def beside_eligible(value: float) -> float | str:
             return "<10"
         return small_cell_share(value, floored_sources)
 
-    return result, {
-        "step": "spi_employment_pay_floor_before_stage2",
-        "column": SPI_EMPLOYMENT_PAY_FLOOR_COLUMN,
-        **floor.evidence(),
-        "eligible": {
+    def below_share(
+        below: np.ndarray, among: np.ndarray, frame_sources, frame_weights
+    ) -> float | str:
+        # A share is given only where neither the rows below nor the rest rest
+        # on one to nine source households: a share of one or of nought over a
+        # few households describes each of them.
+        below_count = distinct_count(frame_sources, among & below, frame_weights)
+        rest_count = distinct_count(frame_sources, among & ~below, frame_weights)
+        if 0 < below_count < 10 or 0 < rest_count < 10:
+            return "<10"
+        total = float(frame_weights[among].sum())
+        return float(frame_weights[among & below].sum()) / total if total else 0.0
+
+    below_before = pay < paid_weeks * minimum_wage
+    below_after = floored_pay < paid_weeks * minimum_wage
+    # The rows the floor lifts out from under the minimum wage are the
+    # difference of the two shares, so both are withheld beside a small one.
+    lifted_out = eligible & below_before & ~below_after
+    lifted_small = 0 < distinct_count(sources, lifted_out, weights) < 10
+    reference, reference_hours, reference_pay, reference_eligible = employee_rows(
+        reference_rows
+    )
+    reference_eligible &= (
+        pd.to_numeric(reference["self_employment_income"], errors="coerce")
+        .fillna(0.0)
+        .to_numpy(dtype=np.float64)
+        == 0.0
+    )
+    reference_weights = person_weights.loc[reference.index].to_numpy(dtype=np.float64)
+    reference_below = reference_pay < (
+        reference_hours
+        / WEEKS_IN_YEAR
+        * floor.weeks_in_year
+        * floor.hourly_rate(reference["age"].to_numpy(dtype=np.float64))
+    )
+    below_their_floor = int((eligible & (floored_pay < minimum * (1.0 - 1e-12))).sum())
+    hourly_pay_check = {
+        "spi_drawn_employees": {
             "source_households": rounded_count(eligible_sources),
-            "weighted_people": small_cell_share(eligible_weight, eligible_sources),
+            "below_minimum_wage_share_before": (
+                "<10"
+                if lifted_small
+                else below_share(below_before, eligible, sources, weights)
+            ),
+            "below_minimum_wage_share_after": (
+                "<10"
+                if lifted_small
+                else below_share(below_after, eligible, sources, weights)
+            ),
         },
-        "floored": {
-            "source_households": rounded_count(floored_sources),
-            "weighted_people": beside_eligible(floored_weight),
-            "weighted_share_of_eligible": beside_eligible(
-                floored_weight / eligible_weight if eligible_weight > 0.0 else 0.0
+        "frs_employees": {
+            "source_households": rounded_count(
+                distinct_count(
+                    sources_of(reference), reference_eligible, reference_weights
+                )
             ),
-            "weighted_mean_uplift_gbp": small_cell_share(
-                added / floored_weight if floored_weight > 0.0 else 0.0,
-                floored_sources,
+            "below_minimum_wage_share": below_share(
+                reference_below,
+                reference_eligible,
+                sources_of(reference),
+                reference_weights,
             ),
-            "weighted_amount_added_gbp": beside_eligible(added),
         },
+        "eligible_rows_below_their_floor_after": extreme_count(below_their_floor),
     }
 
+    return (
+        result,
+        {
+            "step": "spi_employment_pay_floor_before_stage2",
+            "column": SPI_EMPLOYMENT_PAY_FLOOR_COLUMN,
+            "rate": SPI_EMPLOYMENT_PAY_FLOOR_RATE_RULE,
+            **floor.evidence(),
+            "eligible": {
+                "source_households": rounded_count(eligible_sources),
+                "weighted_people": small_cell_share(eligible_weight, eligible_sources),
+            },
+            "floored": {
+                "source_households": rounded_count(floored_sources),
+                "weighted_people": beside_eligible(floored_weight),
+                "weighted_share_of_eligible": beside_eligible(
+                    floored_weight / eligible_weight if eligible_weight > 0.0 else 0.0
+                ),
+                "weighted_mean_uplift_gbp": small_cell_share(
+                    added / floored_weight if floored_weight > 0.0 else 0.0,
+                    floored_sources,
+                ),
+                "weighted_amount_added_gbp": beside_eligible(added),
+            },
+            "annual_income": SPI_EMPLOYMENT_PAY_FLOOR_ANNUAL_RULE,
+            "hourly_pay_check": hourly_pay_check,
+        },
+        pd.Series(uplift, index=candidates.index, dtype=np.float64),
+    )
+
 
 @dataclass(frozen=True)
 class UKSPIIncomeImputationResult:
@@ -1200,6 +1314,7 @@ def impute_uk_spi_income_support(
     twin_employer = person.loc[spi_people, "employer_pension_contributions"].to_numpy(
         dtype=np.float64, copy=True
     )
+    twin_pay_by_row = pd.Series(twin_pay, index=person.index[spi_people.to_numpy()])
     recipient_domain = {
         "minimum_age": SPI_MINIMUM_RECIPIENT_AGE,
         "role_column": SPI_RECIPIENT_ROLE_COLUMN,
@@ -1412,6 +1527,7 @@ def fit_reference(encoded: pd.DataFrame, observed: pd.DataFrame):
         )
         guard_receipts.append(receipt)
     pay_floor_receipt = None
+    pay_floor_uplift = pd.Series(dtype=np.float64)
     if employment_pay_floor is not None:
         # The floor reads the twin's hours, status and trade, which stage 1
         # leaves alone, and lifts the drawn PAY leaf after every stage-1
@@ -1430,12 +1546,16 @@ def fit_reference(encoded: pd.DataFrame, observed: pd.DataFrame):
         )
         floor_rows = spi_people.copy()
         floor_rows.loc[spi_people] = no_trade & ~band_carrier
-        person, pay_floor_receipt = _floor_employment_pay_at_minimum_wage(
-            person,
-            rows=floor_rows,
-            floor=employment_pay_floor,
-            household=household,
-            person_weights=_person_household_weights(person, household),
+        person, pay_floor_receipt, pay_floor_uplift = (
+            _floor_employment_pay_at_minimum_wage(
+                person,
+                rows=floor_rows,
+                floor=employment_pay_floor,
+                household=household,
+                person_weights=_person_household_weights(person, household),
+                twin_pay=twin_pay_by_row,
+                reference_rows=base_people,
+            )
         )
     person = _derive_policyengine_employment_input(person, spi_people=spi_people)
 
@@ -1589,6 +1709,7 @@ def fit_reference(encoded: pd.DataFrame, observed: pd.DataFrame):
     )
     person = _refresh_landlord_carrier(person, spi_people=spi_people)
     person = _refresh_annual_income_descriptors(person, spi_people=spi_people)
+    person = _keep_floored_rows_year_of_pay(person, uplift=pay_floor_uplift)
     # The flag is the stage's last new column, where the graph's typed cells
     # place it (the legacy oracle and the graph must agree on column order).
     person[SPI_INCOME_RECIPIENT_COLUMN] = (
@@ -3254,6 +3375,36 @@ def _refresh_uc_start_up_period(
 }
 
 
+def _keep_floored_rows_year_of_pay(
+    person: pd.DataFrame, *, uplift: pd.Series
+) -> pd.DataFrame:
+    """Keep a floored row's year of pay at its tape pay (uk-data#629).
+
+    The pay floor lifts current pay only. The tape's pay is the year's, so a
+    floored row's annual share becomes its unfloored over its floored
+    employment income, and the annual measures (current times share plus the
+    other spells, which a row that drew pay has none of) read the tape's pay.
+    """
+
+    if EMPLOYMENT_INCOME_ANNUAL_SHARE not in person.columns:
+        return person
+    lifted = uplift.reindex(person.index).fillna(0.0).to_numpy(dtype=np.float64)
+    rows = lifted > 0.0
+    if not rows.any():
+        return person
+    current = pd.to_numeric(
+        person.loc[rows, "employment_income"], errors="coerce"
+    ).to_numpy(dtype=np.float64)
+    tape = current - lifted[rows]
+    if not (np.isfinite(current).all() and (tape > 0.0).all()):
+        raise ValueError(
+            "A floored row's employment income must exceed its uplift, as its "
+            "drawn pay is positive."
+        )
+    person.loc[rows, EMPLOYMENT_INCOME_ANNUAL_SHARE] = tape / current
+    return person
+
+
 def _refresh_annual_income_descriptors(
     person: pd.DataFrame, *, spi_people: pd.Series
 ) -> pd.DataFrame:
@@ -3400,8 +3551,10 @@ def _assign_spi_values(
     "SPI_DONOR_UKDS_STUDY",
     "SPI_DONOR_VINTAGE",
     "SPI_DONOR_REQUIRED_COLUMNS",
+    "SPI_EMPLOYMENT_PAY_FLOOR_ANNUAL_RULE",
     "SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES",
     "SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER",
+    "SPI_EMPLOYMENT_PAY_FLOOR_RATE_RULE",
     "SPI_EMPLOYMENT_PAY_FLOOR_WEEKS",
     "SPIEmploymentPayFloor",
     "SPI_INCOME_RECIPIENT_COLUMN",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
index 1b87f9bf60..24a9c44c7d 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
@@ -62,6 +62,7 @@
     SPI_DONOR_AGE_POPULATION_PERIOD,
     SPI_DONOR_AGE_POPULATION_RESOURCE,
     SPI_DONOR_INCOME_YEAR,
+    SPI_EMPLOYMENT_PAY_FLOOR_ANNUAL_RULE,
     SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES,
     SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER,
     SPI_EMPLOYMENT_PAY_FLOOR_WEEKS,
@@ -173,12 +174,14 @@
     "hours_column": "hours_worked",
     "hours_basis": (
         "annual usual hours: the FRS adult's usual weekly hours in all jobs "
-        "(TOTHOURS) times 365.25/7, read back to weekly hours"
+        "(TOTHOURS) times 52, read back to weekly hours"
     ),
     "weeks_in_year": SPI_EMPLOYMENT_PAY_FLOOR_WEEKS,
     "hourly_rate": (
-        f"policyengine-uk {SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER} by the twin's age, "
-        "read as the engine reads the build year (30 April)"
+        f"the lower of policyengine-uk {SPI_EMPLOYMENT_PAY_FLOOR_PARAMETER} by the "
+        "twin's age, read as the engine reads the build year (30 April), and the "
+        "twin's own hourly pay (its employment income before the draw over its "
+        "annual hours)"
     ),
     "employee_statuses": list(SPI_EMPLOYMENT_PAY_FLOOR_EMPLOYEE_STATUSES),
     "rows": (
@@ -197,14 +200,20 @@
     "reason": (
         "stage 1 draws annual tape pay without hours and the tape holds "
         "part-year workers, so a twin reporting usual employee hours could "
-        "draw a year's pay below what those hours earn at the minimum wage"
+        "draw a year's pay below what those hours earn at the minimum wage "
+        "(uk-data#629)"
     ),
+    "annual_income": SPI_EMPLOYMENT_PAY_FLOOR_ANNUAL_RULE,
     "receipt": (
         "eligible and floored source households (rounded), weighted people, "
         "the weighted share floored, the weighted mean uplift and the amount "
         "added; figures on one to nine source households are <10, and the "
         "floored weight, share and amount are given only where neither the "
-        "floored nor the unfloored side rests on one to nine"
+        "floored nor the unfloored side rests on one to nine; the hourly-pay "
+        "check gives the weighted shares of the drawn employees below the "
+        "minimum wage for their age before and after the floor, beside the FRS "
+        "employees' share, each withheld beside a side on one to nine, and the "
+        "eligible rows still below their floor (banded, zero exact)"
     ),
 }
 
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/stage_health.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/stage_health.py
index 717448a6df..81e1f7bfc1 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/stage_health.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/stage_health.py
@@ -101,6 +101,8 @@ def uk_stage_health_gate(
         return _property_components_gate(stage, evidence, parameters)
     if check == "property_purchases":
         return _property_purchases_gate(stage, evidence, parameters)
+    if check == "spi_hourly_pay":
+        return _spi_hourly_pay_gate(stage, evidence, parameters)
     if check == "regional_home_values":
         return _regional_home_values_gate(stage, evidence, parameters)
     if check == "legacy_closure_take_up":
@@ -1420,6 +1422,80 @@ def _spi_income_spine_gate(
     )
 
 
+def _spi_hourly_pay_gate(
+    stage: str,
+    evidence: Mapping[str, object],
+    parameters: Mapping[str, object],
+) -> GateResult:
+    """Drawn SPI employees are paid at least their floor (uk-data#629).
+
+    The employment pay floor lifts each eligible drawn employee's pay to its
+    twin's hours at the lower of the minimum wage for its age and the twin's
+    own hourly pay, so none may stay below its floor; and after the floor the
+    drawn employees' weighted share below the minimum wage for their age may
+    exceed the FRS employees' own share by at most the declared margin. A
+    share the receipt withholds (fewer than ten source households on a side)
+    is not judged, and the details give only the verdicts, not the shares.
+    """
+
+    check = "spi_hourly_pay"
+    floor = evidence.get("employment_pay_floor")
+    if not isinstance(floor, Mapping):
+        return _fail(
+            stage, check, [f"{stage}: the receipt carries no employment pay floor."], {}
+        )
+    hourly = _mapping(
+        floor.get("hourly_pay_check"),
+        label=f"{stage}.employment_pay_floor.hourly_pay_check",
+    )
+    margin = _finite_number(
+        parameters["maximum_share_above_frs"], label=f"{stage}.maximum_share_above_frs"
+    )
+    failures: list[str] = []
+    below_floor = hourly.get("eligible_rows_below_their_floor_after")
+    if below_floor != 0:
+        failures.append(
+            f"{stage}: eligible drawn employees remain below their pay floor "
+            f"({below_floor})."
+        )
+    drawn = _mapping(
+        hourly.get("spi_drawn_employees"),
+        label=f"{stage}.hourly_pay_check.spi_drawn_employees",
+    )
+    reference = _mapping(
+        hourly.get("frs_employees"), label=f"{stage}.hourly_pay_check.frs_employees"
+    )
+    after = drawn.get("below_minimum_wage_share_after")
+    frs_share = reference.get("below_minimum_wage_share")
+    judged = all(
+        isinstance(value, (int, float)) and not isinstance(value, bool)
+        for value in (after, frs_share)
+    )
+    within = None
+    if judged:
+        after_share = _finite_number(
+            after, label=f"{stage}.below_minimum_wage_share_after"
+        )
+        reference_share = _finite_number(
+            frs_share, label=f"{stage}.frs_employees.below_minimum_wage_share"
+        )
+        # A share at exactly the margin passes, whatever the float rounding.
+        within = after_share - reference_share <= margin + 1e-12
+        if not within:
+            failures.append(
+                f"{stage}: after the floor, drawn employees sit below the minimum "
+                f"wage more often than FRS employees, beyond the margin {margin}."
+            )
+    details = {
+        "eligible_rows_below_their_floor_after": below_floor,
+        "share_judged": judged,
+        "share_within_margin": within,
+    }
+    if failures:
+        return _fail(stage, check, failures, details)
+    return _pass(stage, check, details)
+
+
 def _source_signal_gate(
     stage: str,
     evidence: Mapping[str, object],
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
index 6fc9d8c917..2e96c3fda4 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
@@ -1036,19 +1036,27 @@ def test_spi_pay_floor_lifts_drawn_pay_before_employment_income_and_stage2(
 ) -> None:
     """The floor moves only drawn PAY, before employment_income is derived.
 
-    FRS rows and every other leaf keep their values, and the transport
-    receipt is the unfloored draw's.
+    FRS rows and every other leaf keep their values, the transport receipt is
+    the unfloored draw's, and a floored row's year of pay stays the tape's.
     """
 
     support = _dead_support()
     person = support.person.copy()
-    weeks = 365.25 / 7
-    person["hours_worked"] = 35 * weeks
+    # The spine annualises usual weekly hours at frs_spine.WEEKS_IN_YEAR (52).
+    hours = 35 * 52
+    person["hours_worked"] = hours
     # A twin without a trade, so its hours are all employee hours.
     person["self_employment_income"] = 0.0
-    channel = support_channel_column("person")
-    spi_rows = person.index[person[channel].eq("spi")]
-    person.loc[spi_rows[0], "age"] = 19
+    # A copy carries its twin's age and pay. The floor is the hours at the
+    # lower of the minimum wage and the twin's own hourly pay (uk-data#629):
+    # these twins earn £20 an hour, above every age's rate, but lineage 104's
+    # earns £5, which caps its copy's floor.
+    lineage = person["person_source_id"]
+    person.loc[lineage.eq(101), "age"] = 19
+    person["employment_income"] = hours * 20.0
+    person.loc[lineage.eq(104), "employment_income"] = hours * 5.0
+    for column in spi_income.FRS_ANNUAL_INCOME_OUTPUT_COLUMNS:
+        person[column] = 1.0 if column in spi_income.ANNUAL_SHARE_COLUMNS else 0.0
     support = replace(support, person=person)
     donor_path = tmp_path / SPI_DONOR_FILENAME
     _write_donor(donor_path)
@@ -1070,13 +1078,26 @@ def test_spi_pay_floor_lifts_drawn_pay_before_employment_income_and_stage2(
     drawn = floored.person[spi_income.SPI_INCOME_RECIPIENT_COLUMN].to_numpy(bool)
     assert drawn.any()
     ages = floored.person.loc[drawn, "age"].to_numpy(dtype=float)
-    expected = 35 * 52 * floor.hourly_rate(ages)
+    twin_rate = (
+        support.person.loc[floored.person.index[drawn], "employment_income"].to_numpy(
+            dtype=float
+        )
+        / hours
+    )
+    expected = hours * np.minimum(floor.hourly_rate(ages), twin_rate)
+    assert (twin_rate < floor.hourly_rate(ages)).any()
     np.testing.assert_allclose(
         floored.person.loc[drawn, SPI_HMRC_PAY_COLUMN].to_numpy(), expected
     )
     assert (
         unfloored.person.loc[drawn, SPI_HMRC_PAY_COLUMN].to_numpy() < expected
     ).all()
+    # The annual share puts the year's pay back at the tape's draw.
+    np.testing.assert_allclose(
+        floored.person.loc[drawn, "employment_income"].to_numpy()
+        * floored.person.loc[drawn, spi_income.EMPLOYMENT_INCOME_ANNUAL_SHARE],
+        unfloored.person.loc[drawn, "employment_income"].to_numpy(),
+    )
     np.testing.assert_allclose(
         floored.person.loc[drawn, "employment_income"].to_numpy(),
         floored.person.loc[
@@ -1097,6 +1118,10 @@ def test_spi_pay_floor_lifts_drawn_pay_before_employment_income_and_stage2(
         not in {
             SPI_HMRC_PAY_COLUMN,
             "employment_income",
+            # Pension coherence prices a row's employer contribution at its
+            # twin's rate on the row's own pay.
+            "employer_pension_contributions",
+            spi_income.EMPLOYMENT_INCOME_ANNUAL_SHARE,
             SPI_HMRC_EMPLOYED_INCOME_COLUMN,
             SPI_HMRC_TOTAL_EARNED_INCOME_COLUMN,
             HMRC_SPI_ASSESSABLE_INCOME_COLUMN,
diff --git a/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py b/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
index efee43d9a7..e04345cdd0 100644
--- a/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
+++ b/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
@@ -1480,6 +1480,7 @@ def test_declares_the_full_june_battery(self, manifest) -> None:
             "uk_stage_frs_annual_income_spells",
             "uk_stage_spi_support_channel_mass",
             "uk_stage_hmrc_spi_income_spine_identity",
+            "uk_stage_hmrc_spi_income_spine_hourly_pay",
             "uk_stage_spi_benefit_coherence",
             "uk_stage_uc_take_up",
             "uk_stage_pension_credit_take_up",
@@ -1611,6 +1612,7 @@ def test_strict_absent_evidence_entries_are_declared(self, manifest) -> None:
             "uk_stage_frs_annual_income_spells",
             "uk_stage_spi_support_channel_mass",
             "uk_stage_hmrc_spi_income_spine_identity",
+            "uk_stage_hmrc_spi_income_spine_hourly_pay",
             "uk_stage_spi_benefit_coherence",
             "uk_stage_uc_take_up",
             "uk_stage_pension_credit_take_up",
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py
index bbe7710b02..b4606c8701 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_income.py
@@ -1074,16 +1074,21 @@ def predict_from_uniforms(self, predictors, *, quantiles, sign_uniforms):
 
 def _pay_floor_frames(
     rows: list[dict[str, object]],
-) -> tuple[pd.DataFrame, pd.DataFrame, pd.Series, pd.Series]:
-    """One person per household; ``source`` names its source household."""
+) -> tuple[pd.DataFrame, pd.DataFrame, pd.Series, pd.Series, pd.Series]:
+    """One person per household; ``source`` names its source household.
+
+    ``twin_pay`` is a drawn row's FRS twin's employment income before the
+    draw (well paid unless given), and an FRS row (``drawn`` false) is the
+    floor's reference for the hourly-pay check.
+    """
 
-    weeks = 365.25 / 7
     person = pd.DataFrame(
         {
             "person_household_id": np.arange(1, len(rows) + 1),
             "age": [row["age"] for row in rows],
             "employment_status": [row.get("status", "FT_EMPLOYED") for row in rows],
-            "hours_worked": [row["weekly_hours"] * weeks for row in rows],
+            # The spine annualises usual weekly hours at 52 (uk-data#531).
+            "hours_worked": [row["weekly_hours"] * 52.0 for row in rows],
             SPI_HMRC_PAY_COLUMN: [row["pay"] for row in rows],
             "self_employment_income": [row.get("trade", 0.0) for row in rows],
         },
@@ -1099,7 +1104,22 @@ def _pay_floor_frames(
     weights = pd.Series(
         [float(row.get("weight", 100.0)) for row in rows], index=person.index
     )
-    return person, household, rows_mask, weights
+    twin_pay = pd.Series(
+        [float(row.get("twin_pay", 60_000.0)) for row in rows], index=person.index
+    )[rows_mask]
+    return person, household, rows_mask, weights, twin_pay
+
+
+def _floor(person, household, rows, weights, twin_pay):
+    return spi_income._floor_employment_pay_at_minimum_wage(
+        person,
+        rows=rows,
+        floor=_PAY_FLOOR_2024_25,
+        household=household,
+        person_weights=weights,
+        twin_pay=twin_pay,
+        reference_rows=~rows,
+    )
 
 
 def test_spi_pay_floor_rate_follows_the_age_bands() -> None:
@@ -1123,12 +1143,16 @@ def test_spi_pay_floor_rate_follows_the_age_bands() -> None:
         )
 
 
-def test_spi_pay_floor_lifts_only_drawn_employee_pay_below_the_minimum() -> None:
-    person, household, rows, weights = _pay_floor_frames(
+def test_spi_pay_floor_lifts_only_drawn_employee_pay_below_its_floor() -> None:
+    person, household, rows, weights, twin_pay = _pay_floor_frames(
         [
             {"age": 30, "weekly_hours": 30, "pay": 5_000.0},  # floored, 21+
             {"age": 19, "weekly_hours": 20, "pay": 2_000.0},  # floored, 18-20
             {"age": 17, "weekly_hours": 10, "pay": 1_000.0},  # floored, under 18
+            # The twin's own rate, under the minimum wage, caps the floor.
+            {"age": 30, "weekly_hours": 30, "pay": 5_000.0, "twin_pay": 9_000.0},
+            # A twin without pay caps nothing.
+            {"age": 30, "weekly_hours": 30, "pay": 5_000.0, "twin_pay": 0.0},
             {"age": 30, "weekly_hours": 30, "pay": 50_000.0},  # above the floor
             {"age": 30, "weekly_hours": 0, "pay": 1_000.0},  # no hours
             {"age": 30, "weekly_hours": 30, "pay": 0.0},  # no drawn pay
@@ -1142,26 +1166,36 @@ def test_spi_pay_floor_lifts_only_drawn_employee_pay_below_the_minimum() -> None
         ]
     )
     before = person.copy()
-    floored, receipt = spi_income._floor_employment_pay_at_minimum_wage(
-        person,
-        rows=rows,
-        floor=_PAY_FLOOR_2024_25,
-        household=household,
-        person_weights=weights,
-    )
+    floored, receipt, uplift = _floor(person, household, rows, weights, twin_pay)
 
     pay = floored[SPI_HMRC_PAY_COLUMN].to_numpy()
+    lifted = [
+        30 * 52 * 11.44,
+        20 * 52 * 8.60,
+        10 * 52 * 6.40,
+        9_000.0,
+        30 * 52 * 11.44,
+    ]
+    np.testing.assert_allclose(pay[:5], lifted)
+    np.testing.assert_array_equal(pay[5:], before[SPI_HMRC_PAY_COLUMN].to_numpy()[5:])
     np.testing.assert_allclose(
-        pay[:3], [30 * 52 * 11.44, 20 * 52 * 8.60, 10 * 52 * 6.40]
+        uplift.to_numpy(),
+        [
+            *(np.asarray(lifted) - [5_000.0, 2_000.0, 1_000.0, 5_000.0, 5_000.0]),
+            0,
+            0,
+            0,
+            0,
+        ],
     )
-    np.testing.assert_array_equal(pay[3:], before[SPI_HMRC_PAY_COLUMN].to_numpy()[3:])
+    assert list(uplift.index) == list(person.index[rows.to_numpy()])
     # Only the PAY leaf moves; the input frame is not modified.
     pd.testing.assert_frame_equal(
         floored.drop(columns=[SPI_HMRC_PAY_COLUMN]),
         before.drop(columns=[SPI_HMRC_PAY_COLUMN]),
     )
     pd.testing.assert_frame_equal(person, before)
-    # Three floored rows on three source households: no weighted figure.
+    # Five floored rows on five source households: no weighted figure.
     assert receipt["floored"] == {
         "source_households": "<10",
         "weighted_people": "<10",
@@ -1170,6 +1204,8 @@ def test_spi_pay_floor_lifts_only_drawn_employee_pay_below_the_minimum() -> None
         "weighted_amount_added_gbp": "<10",
     }
     assert receipt["eligible"]["source_households"] == "<10"
+    assert receipt["rate"] == spi_income.SPI_EMPLOYMENT_PAY_FLOOR_RATE_RULE
+    assert receipt["annual_income"] == spi_income.SPI_EMPLOYMENT_PAY_FLOOR_ANNUAL_RULE
     assert receipt["hourly_rate_by_age_from"] == {
         "0": 6.40,
         "18": 8.60,
@@ -1177,14 +1213,21 @@ def test_spi_pay_floor_lifts_only_drawn_employee_pay_below_the_minimum() -> None
         "23": 11.44,
         "25": 11.44,
     }
+    # Fewer than ten sources on every side: no share, and no row below its floor.
+    assert receipt["hourly_pay_check"] == {
+        "spi_drawn_employees": {
+            "source_households": "<10",
+            "below_minimum_wage_share_before": "<10",
+            "below_minimum_wage_share_after": "<10",
+        },
+        "frs_employees": {
+            "source_households": "<10",
+            "below_minimum_wage_share": "<10",
+        },
+        "eligible_rows_below_their_floor_after": 0,
+    }
     # Deterministic: the same inputs floor the same rows to the same pay.
-    again, again_receipt = spi_income._floor_employment_pay_at_minimum_wage(
-        person,
-        rows=rows,
-        floor=_PAY_FLOOR_2024_25,
-        household=household,
-        person_weights=weights,
-    )
+    again, again_receipt, _ = _floor(person, household, rows, weights, twin_pay)
     pd.testing.assert_frame_equal(again, floored)
     assert again_receipt == receipt
 
@@ -1196,14 +1239,7 @@ def test_spi_pay_floor_receipt_counts_source_households_not_copies() -> None:
         {"age": 40, "weekly_hours": 35, "pay": 1_000.0, "source": index % 3}
         for index in range(12)
     ]
-    person, household, rows, weights = _pay_floor_frames(copies)
-    _, receipt = spi_income._floor_employment_pay_at_minimum_wage(
-        person,
-        rows=rows,
-        floor=_PAY_FLOOR_2024_25,
-        household=household,
-        person_weights=weights,
-    )
+    _, receipt, _ = _floor(*_pay_floor_frames(copies))
     assert receipt["floored"]["source_households"] == "<10"
     assert receipt["floored"]["weighted_mean_uplift_gbp"] == "<10"
 
@@ -1215,14 +1251,7 @@ def receipt_of(unfloored: int) -> dict[str, object]:
             {"age": 40, "weekly_hours": 35, "pay": 90_000.0, "source": 200 + index}
             for index in range(unfloored)
         ]
-        person, household, rows, weights = _pay_floor_frames(rows_)
-        return spi_income._floor_employment_pay_at_minimum_wage(
-            person,
-            rows=rows,
-            floor=_PAY_FLOOR_2024_25,
-            household=household,
-            person_weights=weights,
-        )[1]
+        return _floor(*_pay_floor_frames(rows_))[1]
 
     receipt = receipt_of(10)
     minimum = 35 * 52 * 11.44
@@ -1238,9 +1267,18 @@ def receipt_of(unfloored: int) -> dict[str, object]:
     assert receipt["floored"]["weighted_amount_added_gbp"] == pytest.approx(
         1_200.0 * (minimum - 1_000.0)
     )
+    # Before the floor twelve of the twenty-two weighted rows were below the
+    # minimum wage, after it none; the reference has no FRS rows here.
+    check = receipt["hourly_pay_check"]
+    assert check["spi_drawn_employees"]["below_minimum_wage_share_before"] == (
+        pytest.approx(1_200.0 / 2_200.0)
+    )
+    assert check["spi_drawn_employees"]["below_minimum_wage_share_after"] == 0.0
+    assert check["eligible_rows_below_their_floor_after"] == 0
 
     # Eight unfloored sources: the floored weight, share or amount beside the
-    # eligible weight would give back their weight, so none is given.
+    # eligible weight would give back their weight, so none is given; nor are
+    # the hourly-pay shares, whose rest is the same eight.
     receipt = receipt_of(8)
     assert receipt["eligible"] == {"source_households": 20, "weighted_people": 2_000.0}
     assert receipt["floored"] == {
@@ -1250,17 +1288,68 @@ def receipt_of(unfloored: int) -> dict[str, object]:
         "weighted_mean_uplift_gbp": pytest.approx(minimum - 1_000.0),
         "weighted_amount_added_gbp": "<10",
     }
+    assert (
+        receipt["hourly_pay_check"]["spi_drawn_employees"][
+            "below_minimum_wage_share_before"
+        ]
+        == "<10"
+    )
+
+
+def test_spi_pay_floor_compares_the_drawn_rows_with_frs_employees() -> None:
+    # Ten FRS employees on the minimum wage and ten below it beside twelve
+    # drawn rows the floor lifts: half the FRS rows are below the minimum wage.
+    frs = [
+        {
+            "age": 40,
+            "weekly_hours": 35,
+            "pay": 35 * 52 * (11.44 if index < 10 else 9.0),
+            "source": 300 + index,
+            "drawn": False,
+        }
+        for index in range(20)
+    ]
+    drawn = [
+        {"age": 40, "weekly_hours": 35, "pay": 1_000.0, "source": 100 + index}
+        for index in range(12)
+    ]
+    _, receipt, _ = _floor(*_pay_floor_frames(frs + drawn))
+    assert receipt["hourly_pay_check"]["frs_employees"] == {
+        "source_households": 20,
+        "below_minimum_wage_share": pytest.approx(0.5),
+    }
 
 
 def test_spi_pay_floor_refuses_a_frame_without_hours() -> None:
-    person, household, rows, weights = _pay_floor_frames(
+    person, household, rows, weights, twin_pay = _pay_floor_frames(
         [{"age": 30, "weekly_hours": 30, "pay": 5_000.0}]
     )
     with pytest.raises(ValueError, match="hours_worked"):
-        spi_income._floor_employment_pay_at_minimum_wage(
-            person.drop(columns=["hours_worked"]),
-            rows=rows,
-            floor=_PAY_FLOOR_2024_25,
-            household=household,
-            person_weights=weights,
+        _floor(
+            person.drop(columns=["hours_worked"]), household, rows, weights, twin_pay
+        )
+
+
+def test_floored_rows_keep_the_tape_pay_as_their_year_of_pay() -> None:
+    person = pd.DataFrame(
+        {
+            "employment_income": [20_000.0, 30_000.0, 50_000.0],
+            "employment_income_annual_share": [1.0, 1.0, 0.4],
+        },
+        index=[10, 11, 12],
+    )
+    uplift = pd.Series([8_000.0, 0.0], index=[10, 11])
+    kept = spi_income._keep_floored_rows_year_of_pay(person.copy(), uplift=uplift)
+    # Tape pay 12,000 of a floored 20,000: a 0.6 share; the others keep theirs.
+    np.testing.assert_allclose(
+        kept["employment_income_annual_share"].to_numpy(), [0.6, 1.0, 0.4]
+    )
+    # Without the descriptors (a frame built before #1344) nothing moves.
+    bare = person.drop(columns=["employment_income_annual_share"])
+    pd.testing.assert_frame_equal(
+        spi_income._keep_floored_rows_year_of_pay(bare.copy(), uplift=uplift), bare
+    )
+    with pytest.raises(ValueError, match="must exceed its uplift"):
+        spi_income._keep_floored_rows_year_of_pay(
+            person.copy(), uplift=pd.Series([20_000.0], index=[10])
         )
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
index 91fab4b43d..d918062091 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
@@ -2779,6 +2779,50 @@ def test_property_purchases_gate_flags_a_kind_on_fewer_than_ten_buyers() -> None
     assert clean.details["kinds_unchecked_small_cells"] == []
 
 
+def _hourly_pay_receipt(after=0.10, frs=0.15, below_floor=0) -> dict:
+    return {
+        "stage": "hmrc_spi_income_spine",
+        "employment_pay_floor": {
+            "hourly_pay_check": {
+                "spi_drawn_employees": {
+                    "source_households": "30+",
+                    "below_minimum_wage_share_before": 0.37,
+                    "below_minimum_wage_share_after": after,
+                },
+                "frs_employees": {
+                    "source_households": "30+",
+                    "below_minimum_wage_share": frs,
+                },
+                "eligible_rows_below_their_floor_after": below_floor,
+            }
+        },
+    }
+
+
+def test_spi_hourly_pay_gate_holds_drawn_employees_to_their_floor() -> None:
+    gate_id = "uk_stage_hmrc_spi_income_spine_hourly_pay"
+    passed = _gate(gate_id, _hourly_pay_receipt())
+    assert _passed(passed)
+    # The details give the verdicts, never the shares.
+    assert passed.details == {
+        "stage": "hmrc_spi_income_spine",
+        "check": "spi_hourly_pay",
+        "eligible_rows_below_their_floor_after": 0,
+        "share_judged": True,
+        "share_within_margin": True,
+    }
+    assert _passed(_gate(gate_id, _hourly_pay_receipt(after=0.17, frs=0.15)))
+    above = _gate(gate_id, _hourly_pay_receipt(after=0.18, frs=0.15))
+    assert "more often than FRS employees" in above.failures[0]
+    below_floor = _gate(gate_id, _hourly_pay_receipt(below_floor="<10"))
+    assert "below their pay floor" in below_floor.failures[0]
+    # A withheld share is not judged; the floor invariant still is.
+    withheld = _gate(gate_id, _hourly_pay_receipt(after="<10"))
+    assert _passed(withheld) and withheld.details["share_judged"] is False
+    missing = _gate(gate_id, {"stage": "hmrc_spi_income_spine"})
+    assert "no employment pay floor" in missing.failures[0]
+
+
 def _home_values_receipt() -> dict:
     regions = [f"E1200000{index}" for index in range(1, 10)] + ["W92000004"]
     return {
diff --git a/packages/microcosm-data/src/microcosm/data/contract.py b/packages/microcosm-data/src/microcosm/data/contract.py
index 8a464af204..e7b4239803 100644
--- a/packages/microcosm-data/src/microcosm/data/contract.py
+++ b/packages/microcosm-data/src/microcosm/data/contract.py
@@ -451,13 +451,13 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
 # fingerprint derives from the manifest digest. Editing the spec moves all
 # three here in the same reviewed change.
 _UK_GATE_BATTERY_POLICY_SHA256 = (
-    "43bde66ba8d7a122722e57331e631389750bba670ea9fb6d1612740443012179"
+    "43a4d22b441f42ea0c045597bde9a2e20b53a6e0755903f5bbf924b55439035e"
 )
 _UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "f20d0a20fe12392586b27ce97a7643e1862d7f6e6da9fe925bf17a4171657bbb"
+    "1915530d6b1bbf0d506f85a63d909976ca3cf810cc5969f2b7337671997c83fb"
 )
 _UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "e62b50adbc02fd238b800105c2a513cb3514b580afdcdf2783f31189d3ee3e37"
+    "c1f9698097559bb7963628a6c2c4c264879e2f1cd7d6cd155f156685f16a6eec"
 )
 #: Spec entry id -> the legacy gate name whose observable detail checks
 #: apply unchanged (the battery re-keys the report by entry id; the gate
@@ -528,6 +528,7 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
         "stage_health",
         "transferred",
     ),
+    "uk_stage_hmrc_spi_income_spine_hourly_pay": ("stage_health", "transferred"),
     "uk_stage_spi_benefit_coherence": ("stage_health", "transferred"),
     "uk_stage_uc_take_up": ("stage_health", "transferred"),
     "uk_stage_pension_credit_take_up": ("stage_health", "transferred"),
@@ -646,6 +647,7 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
         "uk_stage_frs_annual_income_spells",
         "uk_stage_spi_support_channel_mass",
         "uk_stage_hmrc_spi_income_spine_identity",
+        "uk_stage_hmrc_spi_income_spine_hourly_pay",
         "uk_stage_spi_benefit_coherence",
         "uk_stage_uc_take_up",
         "uk_stage_pension_credit_take_up",
@@ -889,6 +891,7 @@ def _uk_line_cut_tag_re(release_id: str) -> re.Pattern[str] | None:
             "uk_stage_high_value_home_support_mass",
             "uk_stage_hmrc_cgt_asset_type_spine_summary",
             "uk_stage_hmrc_cgt_gains_spine_summary",
+            "uk_stage_hmrc_spi_income_spine_hourly_pay",
             "uk_stage_hmrc_spi_income_spine_identity",
             "uk_stage_lcfs_consumption_basis",
             "uk_stage_lcfs_consumption_bus_pricing",
@@ -955,10 +958,10 @@ def _uk_line_cut_tag_re(release_id: str) -> re.Pattern[str] | None:
 _UK_CERTIFICATION_PART_DIGESTS: Mapping[str, Mapping[str, str]] = {
     "spine": {
         "gates_manifest_sha256": (
-            "f84d12b15441e66cbfdb6b6a5a0109fe1fdde8474675fb0f6aafae011a127ac0"
+            "951e17a099ae2e61a8d287fc66d8fc8d9ba8e8b095890a18aa045b5e119db405"
         ),
         "policy_sha256": (
-            "09046812edfa6538e9489f0a462992d74352af9b5d1d6fc9b26a2c5d112633c9"
+            "bbda96f2e6c81b873b1130756b2a288258342cc910b5c3209155c5843ed20a22"
         ),
     },
     "calibration_seam": {
diff --git a/packages/microcosm-data/tests/engine_free/shared/test_contract.py b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
index 7c2b058082..eb2bee2265 100644
--- a/packages/microcosm-data/tests/engine_free/shared/test_contract.py
+++ b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
@@ -213,13 +213,13 @@ def _trusted_terminal_gate_signing_key(monkeypatch) -> None:
 UK_GATE_BATTERY_PRODUCER = "microcosm.build.gate_battery"
 UK_GATE_BATTERY_SIGNING_KEY_ENV = "MICROCOSM_UK_TERMINAL_GATE_SIGNING_KEY"
 UK_GATE_BATTERY_POLICY_SHA256 = (
-    "43bde66ba8d7a122722e57331e631389750bba670ea9fb6d1612740443012179"
+    "43a4d22b441f42ea0c045597bde9a2e20b53a6e0755903f5bbf924b55439035e"
 )
 UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "f20d0a20fe12392586b27ce97a7643e1862d7f6e6da9fe925bf17a4171657bbb"
+    "1915530d6b1bbf0d506f85a63d909976ca3cf810cc5969f2b7337671997c83fb"
 )
 UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "e62b50adbc02fd238b800105c2a513cb3514b580afdcdf2783f31189d3ee3e37"
+    "c1f9698097559bb7963628a6c2c4c264879e2f1cd7d6cd155f156685f16a6eec"
 )
 UK_GATE_BATTERY_DEGENERATE_EVIDENCE_SHA256 = (
     "f246388de42654dd68dbbb40c42282001b5b0a8bf48976162bcb1199085cb1d3"
@@ -299,6 +299,7 @@ def _trusted_terminal_gate_signing_key(monkeypatch) -> None:
         "transferred",
         None,
     ),
+    "uk_stage_hmrc_spi_income_spine_hourly_pay": ("stage_health", "transferred", None),
     "uk_stage_spi_benefit_coherence": ("stage_health", "transferred", None),
     "uk_stage_uc_take_up": ("stage_health", "transferred", None),
     "uk_stage_pension_credit_take_up": ("stage_health", "transferred", None),
@@ -1413,6 +1414,7 @@ def _gate_battery_payload(
         "uk_stage_frs_annual_income_spells": "frs_annual_income_spells",
         "uk_stage_spi_support_channel_mass": "spi_support_channel",
         "uk_stage_hmrc_spi_income_spine_identity": "hmrc_spi_income_spine",
+        "uk_stage_hmrc_spi_income_spine_hourly_pay": "hmrc_spi_income_spine",
         "uk_stage_spi_benefit_coherence": "spi_benefit_coherence",
         "uk_stage_uc_take_up": "uc_take_up",
         "uk_stage_pension_credit_take_up": "pension_credit_take_up",
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
index 83d8b0501a..f89e9fe18d 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
@@ -3414,6 +3414,23 @@
           "weighting": "FACT",
           "with_replacement": true
         },
+        {
+          "annual_income": "the floored pay is the row's current pay; its employment_income_annual_share becomes its unfloored over its floored employment income, so the annual measures read the tape's year of pay",
+          "column": "hmrc_spi_pay",
+          "employee_statuses": [
+            "FT_EMPLOYED",
+            "PT_EMPLOYED"
+          ],
+          "hourly_rate": "the lower of policyengine-uk gov.hmrc.minimum_wage.non_apprentice by the twin's age, read as the engine reads the build year (30 April), and the twin's own hourly pay (its employment income before the draw over its annual hours)",
+          "hours_basis": "annual usual hours: the FRS adult's usual weekly hours in all jobs (TOTHOURS) times 52, read back to weekly hours",
+          "hours_column": "hours_worked",
+          "kind": "floor_spi_employment_pay_at_minimum_wage",
+          "pay_basis": "tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice; the minimum wage binds gross pay, and the engine reads employment_income (PAY + EPB + TAXTERM) as gross pay, so PAY alone is compared with the gross minimum and a twin at the minimum wage who pays net-pay contributions can be lifted by up to them",
+          "reason": "stage 1 draws annual tape pay without hours and the tape holds part-year workers, so a twin reporting usual employee hours could draw a year's pay below what those hours earn at the minimum wage (uk-data#629)",
+          "receipt": "eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added; figures on one to nine source households are <10, and the floored weight, share and amount are given only where neither the floored nor the unfloored side rests on one to nine; the hourly-pay check gives the weighted shares of the drawn employees below the minimum wage for their age before and after the floor, beside the FRS employees' share, each withheld beside a side on one to nine, and the eligible rows still below their floor (banded, zero exact)",
+          "rows": "drawn recipients other than reserved band carriers, whose twin has no trade (has_trade 0), an employee main job and usual hours above zero, and whose drawn PAY is positive; FRS rows, undrawn copies and every other leaf keep their values",
+          "weeks_in_year": 52
+        },
         {
           "categorical_predictors": [
             "gender",
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index d59f0fe21d..5273570fec 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"d8bc929a1afc1fb21b5d8d5e772bcbcf252cb3912626450784e4c7ebaa1a0df7","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"5fc311107a78562d5ceea294f16e85ffb5f43426fba0de2133a1cd92bf208eb9","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"add658b5313c84df523abd5725a20538989b5e6bdf1f45ba6a23245a6f67b08d","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"e044163f5b5db2f2f6acea3a80f3729dc132884a3cfaa077a6313f7666a955f4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"b2277b9a67d1a39cd094b7046ef40187f2ea0d58e90bdb5ca5de1ada4a93d932","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"46f12fdf9228f721d860ff7858b78b25406bb8737628acf63ac17d44d549f657","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5c84a402f34dc5bfcfc0b3c3c7a5e57576cfd21e7bfdeba3e80dcaf4e9d478ba","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"aada7a7195b8a2394af8b381edf0aa622f2d120cdde09c0dcfe0896922df0ebc","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"b21e69bb5b9efe7086c7852f78b5cf4c7267b7bb742d05a0fd0207841097e426","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"91a3358c59b5383b91156f66b0443c910e672e17f73ea19aff1ecd91ca42c029","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"4c5f4285e8db871e28ba09e54095c9e88cc062469f8a4054ca004b2717ff4ac9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"e7c7311b3852e67ae755c09456cc10c46136681fa92ade60daa1fbeb581288d5","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"9818609b1003442f197e99ca741dc8db658a82f36c67f35308ceef25537b739e","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"0bf6d4151d9cbd32bde34c2538bf6142d458c8828cc698fa1a9aad0d9e432246","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"78c889ae5a4bd4c61b1e0b259e3fe3e805f76e12c952d0523c92969957db05d5","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"2b4c6d8d31d8a34de880095b90f312b3a7c5723dfdec14096cb7a2eda20e8673","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"d91faf93fc9fc0251b2165af1c79514dc5d942373bc8f13d8d7d5454e0fd931c","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"ee30278543cc0297a5366d855b7753aa04af5518971594c193c52be36bf8a7b4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported","tax_free_savings_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"8400624c4efaf1ab36add705318f660bafff7b73b9770080b6950e50de231bb7","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"b79ce806015de2f1e1703fa68bf4ad871c6df54b5b32633c864632ab68919a48","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"36fe1dfc69fc2a2645b60fa50492c54174e7bb3e1b2ce34243021f2abf01f6e3","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"0fb6748b73a66e8887d8d9a61da4dd9529bfd6e1d50da1ab8d0127bae5b0c070","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"41009badb290aec19613fea5f5b625744529388a367d5a12e85a8067afbb9134","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"d8bc929a1afc1fb21b5d8d5e772bcbcf252cb3912626450784e4c7ebaa1a0df7","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"5fc311107a78562d5ceea294f16e85ffb5f43426fba0de2133a1cd92bf208eb9","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"add658b5313c84df523abd5725a20538989b5e6bdf1f45ba6a23245a6f67b08d","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"e044163f5b5db2f2f6acea3a80f3729dc132884a3cfaa077a6313f7666a955f4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tax_free_savings_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"5e6356cd1c4d16c9bc1707c51a3d5ecdf1307ca28b1d518987604fb595bd16d7","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"46f12fdf9228f721d860ff7858b78b25406bb8737628acf63ac17d44d549f657","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5c84a402f34dc5bfcfc0b3c3c7a5e57576cfd21e7bfdeba3e80dcaf4e9d478ba","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"aada7a7195b8a2394af8b381edf0aa622f2d120cdde09c0dcfe0896922df0ebc","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"b21e69bb5b9efe7086c7852f78b5cf4c7267b7bb742d05a0fd0207841097e426","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"91a3358c59b5383b91156f66b0443c910e672e17f73ea19aff1ecd91ca42c029","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"4c5f4285e8db871e28ba09e54095c9e88cc062469f8a4054ca004b2717ff4ac9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"e7c7311b3852e67ae755c09456cc10c46136681fa92ade60daa1fbeb581288d5","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"9818609b1003442f197e99ca741dc8db658a82f36c67f35308ceef25537b739e","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"0bf6d4151d9cbd32bde34c2538bf6142d458c8828cc698fa1a9aad0d9e432246","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"78c889ae5a4bd4c61b1e0b259e3fe3e805f76e12c952d0523c92969957db05d5","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"2b4c6d8d31d8a34de880095b90f312b3a7c5723dfdec14096cb7a2eda20e8673","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"d91faf93fc9fc0251b2165af1c79514dc5d942373bc8f13d8d7d5454e0fd931c","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"ee30278543cc0297a5366d855b7753aa04af5518971594c193c52be36bf8a7b4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported","tax_free_savings_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"8400624c4efaf1ab36add705318f660bafff7b73b9770080b6950e50de231bb7","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"b79ce806015de2f1e1703fa68bf4ad871c6df54b5b32633c864632ab68919a48","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"36fe1dfc69fc2a2645b60fa50492c54174e7bb3e1b2ce34243021f2abf01f6e3","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"0fb6748b73a66e8887d8d9a61da4dd9529bfd6e1d50da1ab8d0127bae5b0c070","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"41009badb290aec19613fea5f5b625744529388a367d5a12e85a8067afbb9134","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","tax_free_savings_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}

From 457af02742e3deea014a689f46c530965283396f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Thu, 29 Oct 2026 19:47:27 +0000
Subject: [PATCH 06/44] Allow the UC take-up stage gate 0.12 until the UC award
 fix lands
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

María's ruling of 2026-10-29 (#1095). The SPI employment pay floor gives
fewer low-paid SPI copies Universal Credit, so single people's caseload
before the take-up redraw falls close to DWP's, and the redraw's usual
downward move reads as about twice the 0.055 allowance; after the redraw
single people end a little below the spine without the floor, all in the
middle award range. The shortfall of middle and higher awards that the
redraw cannot fill is the award fix's (#1095's UC awards below the top
band), and the tolerance returns to 0.055 when it lands. The one tolerance
also bounds the reachable pools, which realize DWP's count far more closely.

The contract re-pins the gate battery's policy, manifest and fingerprint
digests and the release certification's spine part; the stage-health test
pins 0.12 and adds the floor's pattern.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md  |  1 +
 .../src/microcosm/build/uk/gates.json                |  4 ++--
 .../tests/engine_free/uk/test_uk_stage_health.py     | 12 +++++++++---
 .../microcosm-data/src/microcosm/data/contract.py    | 10 +++++-----
 .../tests/engine_free/shared/test_contract.py        |  6 +++---
 5 files changed, 20 insertions(+), 13 deletions(-)
 create mode 100644 changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md

diff --git a/changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md b/changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md
new file mode 100644
index 0000000000..ef8305d50b
--- /dev/null
+++ b/changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md
@@ -0,0 +1 @@
+The UK Universal Credit take-up stage gate (`uk_stage_uc_take_up`) allows each family type's caseload 0.12 of DWP's count, up from 0.055, until the UC award fix of microcosm#1095 lands (María's ruling of 2026-10-29). The SPI employment pay floor (uk-data#629) gives fewer low-paid SPI copies Universal Credit, so single people's caseload before the take-up redraw falls close to DWP's, and the redraw's usual downward move, which leaves single people a little below the spine without the floor after it, reads as about twice the old allowance. The one tolerance also bounds the reachable pools, which realize DWP's count far more closely. The contract re-pins the gate battery's policy, manifest and fingerprint digests and the release certification's spine part.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/gates.json b/packages/microcosm-build/src/microcosm/build/uk/gates.json
index a8a88f13cb..011af06653 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/gates.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/gates.json
@@ -630,9 +630,9 @@
       "parameters": {
         "stage": "uc_take_up",
         "check": "uc_take_up",
-        "maximum_caseload_deviation": 0.055
+        "maximum_caseload_deviation": 0.12
       },
-      "notes": "Stage-time gate over the Universal Credit take-up receipt (microcosm#1334): every reporter claims and no unit outside the draw changes; in each DWP family type the pools whose target is reachable realize DWP's calendar-2025 caseload within 0.055 of it at the stage's weights, Great Britain only, counting units the engine moves off their legacy benefits at their expected claim at the closure; and the family type's caseload is no further from DWP's than before the redraw, give or take 0.055 of DWP's count. The tolerance was 0.05 until microcosm#1418: routing gilt interest out of dividend_income reshuffles the SPI channel's draws. On the spine of 2026-10-28 (da944f12c), single people's caseload ends 0.0523 of DWP's count further from it than before the redraw (0.0486 on the spine before, 3c0d11b6's), so 0.055 holds it with about 8,000 to spare; couples without children, lone parents and couples with children end closer than before by 0.53, 0.054 and 0.42 of their counts, and every family type's reachable pools realize DWP's count within 0.0015. The terminal take-up signal gate no longer measures would_claim_uc, whose rate is now set by award band and family type, not as one share of the age population."
+      "notes": "Stage-time gate over the Universal Credit take-up receipt (microcosm#1334): every reporter claims and no unit outside the draw changes; in each DWP family type the pools whose target is reachable realize DWP's calendar-2025 caseload within 0.12 of it at the stage's weights, Great Britain only, counting units the engine moves off their legacy benefits at their expected claim at the closure; and the family type's caseload is no further from DWP's than before the redraw, give or take 0.12 of DWP's count. The tolerance was 0.05 until microcosm#1418: routing gilt interest out of dividend_income reshuffles the SPI channel's draws. On the spine of 2026-10-28 (da944f12c), single people's caseload ends 0.0523 of DWP's count further from it than before the redraw (0.0486 on the spine before, 3c0d11b6's), so 0.055 holds it with about 8,000 to spare; couples without children, lone parents and couples with children end closer than before by 0.53, 0.054 and 0.42 of their counts, and every family type's reachable pools realize DWP's count within 0.0015. It is 0.12 from the SPI employment pay floor (uk-data#629) until the UC award fix of microcosm#1095 lands, when it returns to 0.055 (María's ruling of 2026-10-29): the floor gives fewer low-paid SPI copies UC, so single people's caseload before the redraw falls close to DWP's, and the redraw's usual downward move reads as about twice 0.055 of DWP's count, while after the redraw single people end a little below the spine without the floor, all in the middle award range. The shortfall of middle and higher awards that the redraw cannot fill is the award fix's. The terminal take-up signal gate no longer measures would_claim_uc, whose rate is now set by award band and family type, not as one share of the age population."
     },
     {
       "id": "uk_stage_pension_credit_take_up",
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
index d918062091..d41d3b00ce 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
@@ -2322,11 +2322,12 @@ def family(dwp, before, after, reachable, realized):
             "reachable_pools_caseload_after": realized,
         }
 
-    # 0.05 until microcosm#1418.
+    # 0.05 until microcosm#1418, 0.055 until the SPI pay floor (uk-data#629),
+    # 0.12 until microcosm#1095's UC award fix (María's ruling of 2026-10-29).
     parameters = {
         "stage": "uc_take_up",
         "check": "uc_take_up",
-        "maximum_caseload_deviation": 0.055,
+        "maximum_caseload_deviation": 0.12,
     }
 
     def gate(families, **counts):
@@ -2353,12 +2354,17 @@ def gate(families, **counts):
     assert not gate(good, outside="<10").passed
     # The reachable pools miss DWP's count by more than the tolerance.
     assert not gate(
-        {**good, "SINGLE": family(3_000.0, 3_300.0, 3_020.0, 2_500.0, 2_700.0)}
+        {**good, "SINGLE": family(3_000.0, 3_300.0, 3_020.0, 2_500.0, 2_900.0)}
     ).passed
     # The family type moves further from DWP than before.
     assert not gate(
         {**good, "LONE_PARENT": family(2_100.0, 1_400.0, 1_100.0, 0.0, 0.0)}
     ).passed
+    # The pay floor's pattern: a caseload at DWP's before the redraw may end
+    # up to 0.12 of DWP's count below it after.
+    assert _passed(
+        gate({**good, "SINGLE": family(3_000.0, 3_000.0, 2_700.0, 2_500.0, 2_510.0)})
+    )
     # A caseload resting on fewer than ten sources cannot be checked: it is
     # flagged, never failed (María's ruling of 2026-10-26); one missing fails.
     thin = gate({**good, "SINGLE": family(3_000.0, "<10", 1.0, 0.0, 0.0)})
diff --git a/packages/microcosm-data/src/microcosm/data/contract.py b/packages/microcosm-data/src/microcosm/data/contract.py
index e7b4239803..408b04b088 100644
--- a/packages/microcosm-data/src/microcosm/data/contract.py
+++ b/packages/microcosm-data/src/microcosm/data/contract.py
@@ -451,13 +451,13 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
 # fingerprint derives from the manifest digest. Editing the spec moves all
 # three here in the same reviewed change.
 _UK_GATE_BATTERY_POLICY_SHA256 = (
-    "43a4d22b441f42ea0c045597bde9a2e20b53a6e0755903f5bbf924b55439035e"
+    "6a95d06e06f3c1798d829f6c8d5ebbd209bbdd71acdf1292c0788ea5f2d32ea0"
 )
 _UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "1915530d6b1bbf0d506f85a63d909976ca3cf810cc5969f2b7337671997c83fb"
+    "9ad52c8a6e207fe668ca9e771499997cb488ddf3d861e5deb71f7dd78305e420"
 )
 _UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "c1f9698097559bb7963628a6c2c4c264879e2f1cd7d6cd155f156685f16a6eec"
+    "0f1a5a240f9c2a54517fccb5984552d24eefde76d218d4304b26ec6088905abc"
 )
 #: Spec entry id -> the legacy gate name whose observable detail checks
 #: apply unchanged (the battery re-keys the report by entry id; the gate
@@ -958,10 +958,10 @@ def _uk_line_cut_tag_re(release_id: str) -> re.Pattern[str] | None:
 _UK_CERTIFICATION_PART_DIGESTS: Mapping[str, Mapping[str, str]] = {
     "spine": {
         "gates_manifest_sha256": (
-            "951e17a099ae2e61a8d287fc66d8fc8d9ba8e8b095890a18aa045b5e119db405"
+            "723c191d4bd3c6da7517492318c19aa1acb7c428f2198c308e16805eb5da3dbf"
         ),
         "policy_sha256": (
-            "bbda96f2e6c81b873b1130756b2a288258342cc910b5c3209155c5843ed20a22"
+            "14fa970546286875c1bed0ca7596c7555779ba3a4c4dbf0167104c79460e25a0"
         ),
     },
     "calibration_seam": {
diff --git a/packages/microcosm-data/tests/engine_free/shared/test_contract.py b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
index eb2bee2265..3724258b25 100644
--- a/packages/microcosm-data/tests/engine_free/shared/test_contract.py
+++ b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
@@ -213,13 +213,13 @@ def _trusted_terminal_gate_signing_key(monkeypatch) -> None:
 UK_GATE_BATTERY_PRODUCER = "microcosm.build.gate_battery"
 UK_GATE_BATTERY_SIGNING_KEY_ENV = "MICROCOSM_UK_TERMINAL_GATE_SIGNING_KEY"
 UK_GATE_BATTERY_POLICY_SHA256 = (
-    "43a4d22b441f42ea0c045597bde9a2e20b53a6e0755903f5bbf924b55439035e"
+    "6a95d06e06f3c1798d829f6c8d5ebbd209bbdd71acdf1292c0788ea5f2d32ea0"
 )
 UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "1915530d6b1bbf0d506f85a63d909976ca3cf810cc5969f2b7337671997c83fb"
+    "9ad52c8a6e207fe668ca9e771499997cb488ddf3d861e5deb71f7dd78305e420"
 )
 UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "c1f9698097559bb7963628a6c2c4c264879e2f1cd7d6cd155f156685f16a6eec"
+    "0f1a5a240f9c2a54517fccb5984552d24eefde76d218d4304b26ec6088905abc"
 )
 UK_GATE_BATTERY_DEGENERATE_EVIDENCE_SHA256 = (
     "f246388de42654dd68dbbb40c42282001b5b0a8bf48976162bcb1199085cb1d3"

From 667fe532ac3144cf742e371e0f9675d554219326 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 11:17:56 +0000
Subject: [PATCH 07/44] Rebase SPI donor savings to SPI's 2023-24 bands, then
 the OBR path
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The SPI income stage now moves the 2022-23 tape's interest and other
income to HMRC's published 2023-24 Table 3.7 amounts band by band, with
the tape banded by its own total income, before any draw. The OBR's
savings income growth then carries both columns to the frame's year,
the path the Table 3.7 band targets take.

Before, each column moved by its engine index from 2022 to 2024: other
income by GDP per head (x1.09), interest by ONS household interest
(x2.27). SPI's own amounts grew x1.65 and x2.69 in the single year to
2023-24. The frame carried about 70 percent of the savings rows at
design weights, and the solve met them by stretching the few households
that carry them. On the tape, the £1m-and-over band's other income
outweighs its interest, as in the published table; the two indices had
flipped that split.

- uk/hmrc_spi_table_3_7_savings_rows.json vendors the 26 published rows
  from the feed pin, declared in the vendoring register and the country
  package.
- spi_income.rebase_spi_donor_savings scales the prepared tape. A band
  the tape carries none of is left as it is and named in the receipt.
  The forest and the band-donor resample both read the rebased tape.
- _spi_income_uprating_factors grows the two columns from 2023-24 on
  hmrc_uprating.uk_obr_savings_income_level. Both columns now run on the
  projection's GDP per head from the frame's year on
  (SPI_HISTORY_INDEX_DIFFERS_FROM_PROJECTION).
- Tests cover the rebase, the published rows, the OBR factor and the
  stage wiring, and the engine lockstep tests are updated.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1418-spi-donor-savings-rebase.changed.md  |    1 +
 docs/uk-income-anchors-280.md                 |   11 +
 .../microcosm/build/uk/country_package.json   |    5 +
 .../uk/hmrc_spi_table_3_7_savings_rows.json   | 1217 +++++++++++++++++
 .../uk/ledger_fact_vendor_selections.json     |   27 +
 .../build/uk_runtime/hmrc_uprating.py         |   41 +
 .../microcosm/build/uk_runtime/spi_income.py  |  172 +++
 .../tests/engine/uk/test_uk_hmrc_uprating.py  |   12 +-
 .../tests/engine/uk/test_uk_spi_income.py     |   39 +-
 .../engine_free/shared/test_country_spec.py   |    2 +
 .../uk/test_uk_spi_savings_rebase.py          |  185 +++
 11 files changed, 1701 insertions(+), 11 deletions(-)
 create mode 100644 changelog.d/1418-spi-donor-savings-rebase.changed.md
 create mode 100644 packages/microcosm-build/src/microcosm/build/uk/hmrc_spi_table_3_7_savings_rows.json
 create mode 100644 packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py

diff --git a/changelog.d/1418-spi-donor-savings-rebase.changed.md b/changelog.d/1418-spi-donor-savings-rebase.changed.md
new file mode 100644
index 0000000000..6875c2ace1
--- /dev/null
+++ b/changelog.d/1418-spi-donor-savings-rebase.changed.md
@@ -0,0 +1 @@
+The SPI income stage now rebases the 2022-23 tape's interest and other income to HMRC's published 2023-24 Table 3.7 amounts band by band (the tape banded by its own total income; the published rows are vendored as `uk/hmrc_spi_table_3_7_savings_rows.json`), then carries both to the frame's year on the OBR's savings income growth (October 2026 EFO, Table 4.5), the path the Table 3.7 band targets take. Before, each column moved by its engine index from 2022 to 2024: other income by GDP per head (x1.09) where SPI's own other income grew x1.65 in the single year to 2023-24, and interest by ONS household interest (x2.27) where SPI's grew x2.69 in that year. The frame then carried about 70 percent of the Table 3.7 savings rows at design weights, and the solve met them by stretching the weights of the few households that carry them. On the tape, the £1m-and-over band's other income outweighs its interest, as in the published table, so the rebase also undoes the split the two indices had flipped (#1418 savings follow-up).
diff --git a/docs/uk-income-anchors-280.md b/docs/uk-income-anchors-280.md
index 6e944ed71a..de89587cb6 100644
--- a/docs/uk-income-anchors-280.md
+++ b/docs/uk-income-anchors-280.md
@@ -78,6 +78,17 @@ membership carries the uprated value with its receipt.
   by `tools/pin_uk_uprating_engine_values.py`, whose `--check` refuses drift), so
   it runs and reproduces without policyengine-uk; a `requires_uk` test holds the
   pins in lockstep with the installed engine, and an engine bump re-runs the tool.
+
+  The SPI donors reach the frame's year apart from these indices for interest
+  and other income (microcosm#1418 savings follow-up). The income stage first
+  scales each donor's two columns to HMRC's published 2023-24 Table 3.7 amounts
+  in its band of total income (`spi_income.rebase_spi_donor_savings`, the rows
+  vendored as `uk/hmrc_spi_table_3_7_savings_rows.json`), then grows them on the
+  OBR's savings income path the Table 3.7 targets take
+  (`hmrc_uprating.uk_obr_savings_income_level`). Each band's factor is the
+  published amount over the tape's FACT-weighted one; a band the tape carries
+  none of is left as it is. From the frame's year on, the engine projects both
+  columns at GDP per head.
 - Count rows: `hmrc.itl_2026.taxpayer_count_growth_by_total_income_band`, HMRC's
   own projected growth in Income Tax payers for the Table 2.5 band that contains
   the SPI band (Income Tax liabilities statistics, July 2026), as the
diff --git a/packages/microcosm-build/src/microcosm/build/uk/country_package.json b/packages/microcosm-build/src/microcosm/build/uk/country_package.json
index beeab50447..b08cf165d6 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/country_package.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/country_package.json
@@ -152,6 +152,11 @@
       "kind": "legacy_json",
       "schema_id": "legacy_json"
     },
+    {
+      "path": "hmrc_spi_table_3_7_savings_rows.json",
+      "kind": "legacy_json",
+      "schema_id": "legacy_json"
+    },
     {
       "path": "slc_liable_stocks.json",
       "kind": "legacy_json",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/hmrc_spi_table_3_7_savings_rows.json b/packages/microcosm-build/src/microcosm/build/uk/hmrc_spi_table_3_7_savings_rows.json
new file mode 100644
index 0000000000..ae2b4681f6
--- /dev/null
+++ b/packages/microcosm-build/src/microcosm/build/uk/hmrc_spi_table_3_7_savings_rows.json
@@ -0,0 +1,1217 @@
+{
+  "schema_version": 1,
+  "country": "uk",
+  "kind": "uk_vendored_ledger_facts",
+  "resource": "hmrc_spi_table_3_7_savings_rows.json",
+  "purpose": "HMRC Survey of Personal Incomes 2023-24, Table 3.7 (income by source and range of total income, taxpayers): the United Kingdom interest from banks and building societies and other income amounts in each of the 13 total-income bands. Consumed by the SPI income stage, which rebases each donor's interest and other income from the 2022-23 tape to these 2023-24 amounts band by band before the OBR's savings income growth carries them to the frame's year (microcosm#1418 savings follow-up).",
+  "consumers": [
+    "uk_runtime.spi_income"
+  ],
+  "planned_consumers": [],
+  "policy": "Rows are copied verbatim from the pinned Chronicle consumer feed named in source_fact_feed; every value is a publisher-stated fact. Consumers declare their own arithmetic on these rows and never edit this file by hand: regenerate it with tools/vendor_uk_ledger_facts.py.",
+  "generator": {
+    "tool": "tools/vendor_uk_ledger_facts.py",
+    "version": 1
+  },
+  "source_fact_feed": {
+    "source_repo": "PolicyEngine/chronicle",
+    "source_commit": "53815b24844cb63c103209f197f9d3d9e2e424a9",
+    "build": "build-bundle --suite uk -> build-consumer-artifact",
+    "artifact_schema_version": "policyengine_ledger.consumer_artifact.v2",
+    "fact_row_count": 1511063,
+    "facts_sha256": "4b0e5c1ad057946407807428a1c79c70d9b14e2f8539ea8fb93524573c026227",
+    "manifest_sha256": "708231c77432d2838bf1ee7d8f3080e49ca0e59edccdd45c36b3405db2cb45fb"
+  },
+  "selections": [
+    {
+      "label": "spi_2023_24_table_3_7_savings_rows",
+      "selector": {
+        "source_name": "hmrc",
+        "source_concept": [
+          "hmrc.spi_savings_interest_income_amount",
+          "hmrc.spi_other_income_amount"
+        ],
+        "groupby_dimension": "hmrc.total_income_band",
+        "geography_id": "K02000001",
+        "period_type": "tax_year",
+        "period_value": [
+          2023
+        ]
+      },
+      "row_count": 26
+    }
+  ],
+  "row_count": 26,
+  "rows": [
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e5510c38e40c6826732890f1",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a03df98dc27f88f8be477fa5",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_100000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_100000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 100000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 455000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_4587a245d3c10ba59c5bfa6e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_985c94cce353d872448c574e",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_1000000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_1000000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 1000000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 1790000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_2717645cfa430002f67162c4",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b414f94aba1bea525e7006f5",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_12570.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_12570",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 12570
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 6000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_c83a328cd251998df1d53dd8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1b8445c61dc70638ebd2c74c",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_15000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_15000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 15000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 33000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_75e68302293f837179617425",
+      "semantic_fact_key": "ledger_semantic_fact_v2_92ae7dc34ae10b892c099284",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_150000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_150000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 150000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 322000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8573ad2cda65bae28ddde217",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0577f10c1b94d5cbecb0534e",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_20000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_20000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 20000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 157000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e8bdf778e214cd826bd17df2",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7f0ee30171c114dd081beccf",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_200000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_200000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 200000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 499000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_93e6a9a54395ba63cfbc019f",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0b8fdecf9e2abefa1317682b",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_30000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_30000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 30000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 190000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_678dce88d0d33cf807237111",
+      "semantic_fact_key": "ledger_semantic_fact_v2_14476dce35fafee69ee1e6a1",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_300000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_300000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 300000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 642000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9c1b58625019a01860f2e32d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_523120d087c5cbdb6b343d44",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_40000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_40000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 40000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 216000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e718979f8b1e09d15cffce7e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0d0e169580b0ac5e5513ce4e",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_50000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_50000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 50000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 377000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e7005d9bc7c85c2f94930ad0",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1075f7c5b2ce05bea3dd9e7f",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_500000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_500000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 500000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 744000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_b28e1ec629932e2237eee742",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e2edc5ca161535de4675b008",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_70000.other_income_amount",
+      "concept": "hmrc.spi_other_income_amount",
+      "measure_id": "other_income_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_70000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 70000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 415000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_0ef4a95b830d9e4e41b15e02",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4a4569704cc5a077919d551c",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_100000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_100000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 100000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 1260000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_4f8e330da2fcd6774dd7ea1a",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d70e23809e18fd573e088875",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_1000000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_1000000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 1000000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 1240000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_bd65aa884ad89d9837551b0e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1fd7e186cfe18dc8101d732e",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_12570.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_12570",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 12570
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 274000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_34ecf84ec234f3525db59f91",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b71d465fa22f287f801e1600",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_15000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_15000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 15000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 1370000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_89bdbe74eda3cee8844ad898",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7455ca917af359f592f53baa",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_150000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_150000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 150000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 650000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_752ea2329d313046c61bf1e2",
+      "semantic_fact_key": "ledger_semantic_fact_v2_5565e9911ead200a021feed5",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_20000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_20000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 20000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 3130000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_02f3a7f7b7097a3fd455b702",
+      "semantic_fact_key": "ledger_semantic_fact_v2_319901210d0afbf0de06c224",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_200000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_200000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 200000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 733000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d341b6820714e38a12ac4b1c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1fb51f0e371951a3d0d67dc5",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_30000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_30000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 30000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 2530000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8fc8bdb298f62c90d7af57b8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_cf9ed3d017bb0c21d24bd5ce",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_300000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_300000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 300000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 673000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_367d1c49bfab3c640463ded8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_88d6fe5ff5e512fd0baae89c",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_40000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_40000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 40000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 1870000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_819d2f77e45b3ba5a7907a4a",
+      "semantic_fact_key": "ledger_semantic_fact_v2_6f58eabf6f4f5ca53a106611",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_50000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_50000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 50000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 2340000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5d68b2314b5c54a09f274733",
+      "semantic_fact_key": "ledger_semantic_fact_v2_66db03562553db442bf55fd1",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_500000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_500000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 500000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 653000000
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_ab8a5ac6dd4ba75e194133f1",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0cf642d6a0e4224ef468b28c",
+      "source_record_id": "hmrc.spi_2324.table_3_7.band_70000.savings_interest_amount",
+      "concept": "hmrc.spi_savings_interest_income_amount",
+      "measure_id": "savings_interest_amount",
+      "unit": "gbp",
+      "aggregation": "sum",
+      "entity": {
+        "name": "person",
+        "role": "taxpayer"
+      },
+      "geography": {
+        "id": "K02000001",
+        "level": "country",
+        "vintage": "current"
+      },
+      "period": {
+        "type": "tax_year",
+        "value": 2023
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "hmrc.spi_2324.table_3_7",
+        "groupby_dimension": "hmrc.total_income_band",
+        "groupby_value_id": "band_70000",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {
+        "total_income_lower_bound": 70000
+      },
+      "source": {
+        "source_name": "hmrc",
+        "source_table": "SPI collated Tables 3.1 to 3.11, tax year 2023-24: income by range of total income",
+        "source_file": "Collated_Tables_3_1_to_3_11_2324.ods",
+        "source_sha256": "ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e",
+        "vintage": "spi_2023_24",
+        "raw_r2_key": "raw/hmrc/hmrc-spi-income-bands-2023-24/2024/ad063b06b2bdeef8600dbbb09d48153337a4966f8c7eea50df7a2e0304ebd73e/Collated_Tables_3_1_to_3_11_2324.ods"
+      },
+      "value": 1620000000
+    }
+  ]
+}
diff --git a/packages/microcosm-build/src/microcosm/build/uk/ledger_fact_vendor_selections.json b/packages/microcosm-build/src/microcosm/build/uk/ledger_fact_vendor_selections.json
index f84307961b..daa49a027b 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/ledger_fact_vendor_selections.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/ledger_fact_vendor_selections.json
@@ -1726,6 +1726,33 @@
           "expected_row_count": 8
         }
       ]
+    },
+    {
+      "resource": "hmrc_spi_table_3_7_savings_rows.json",
+      "purpose": "HMRC Survey of Personal Incomes 2023-24, Table 3.7 (income by source and range of total income, taxpayers): the United Kingdom interest from banks and building societies and other income amounts in each of the 13 total-income bands. Consumed by the SPI income stage, which rebases each donor's interest and other income from the 2022-23 tape to these 2023-24 amounts band by band before the OBR's savings income growth carries them to the frame's year (microcosm#1418 savings follow-up).",
+      "consumers": [
+        "uk_runtime.spi_income"
+      ],
+      "planned_consumers": [],
+      "selections": [
+        {
+          "label": "spi_2023_24_table_3_7_savings_rows",
+          "selector": {
+            "source_name": "hmrc",
+            "source_concept": [
+              "hmrc.spi_savings_interest_income_amount",
+              "hmrc.spi_other_income_amount"
+            ],
+            "groupby_dimension": "hmrc.total_income_band",
+            "geography_id": "K02000001",
+            "period_type": "tax_year",
+            "period_value": [
+              2023
+            ]
+          },
+          "expected_row_count": 26
+        }
+      ]
     }
   ]
 }
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/hmrc_uprating.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/hmrc_uprating.py
index 94ce046cf6..7f4ae40f0a 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/hmrc_uprating.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/hmrc_uprating.py
@@ -1368,6 +1368,46 @@ def _savings_income_level(
     return value
 
 
+def uk_obr_savings_income_level(
+    opening_year: int,
+    year: int,
+    *,
+    rows: list[Mapping[str, Any]] | None = None,
+) -> tuple[float, dict[int, tuple[float, str]]]:
+    """Savings income in fiscal ``year`` over fiscal ``opening_year``.
+
+    The OBR's growth rates chained between the two fiscal years, read from
+    the vendored resource the SPI savings rows grow by; returns the level and
+    each year's growth with its source record. The SPI income stage rebases
+    its donors' savings to the frame's year on it (microcosm#1418 savings
+    follow-up). A year the resource does not carry is refused.
+    """
+
+    if rows is None:
+        rows = list(
+            vendored_rows(
+                UK_OBR_SAVINGS_INCOME_GROWTH_RESOURCE,
+                concept=UK_OBR_SAVINGS_INCOME_GROWTH_CONCEPT,
+                period_type="fiscal_year",
+            )
+        )
+    if int(year) < int(opening_year):
+        raise ValueError(
+            f"The OBR savings income path runs forward only: fiscal year {year} "
+            f"is before {opening_year}."
+        )
+    growth = _obr_savings_income_growth(rows)
+    used: dict[int, tuple[float, str]] = {}
+    level = _savings_income_level(
+        growth,
+        opening_year=int(opening_year),
+        year=int(year),
+        spec_name="SPI donor savings",
+        used=used,
+    )
+    return level, used
+
+
 def align_hmrc_row_by_obr_savings_income_growth(
     reference: LedgerTargetReference,
     registry: TargetRegistry,
@@ -1534,4 +1574,5 @@ def align_hmrc_count_row_by_taxpayer_growth(
     "installed_engine_version",
     "live_engine_parameter_value",
     "hmrc_uprating_appliers",
+    "uk_obr_savings_income_level",
 ]
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index fb6b52cdfd..e663a4009e 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -205,8 +205,29 @@
 #: microcosm#1095) until microcosm#1418 moved them to the OBR's savings income
 #: forecast, so the calibration closes the gap between the two. The engine
 #: lockstep test holds both indices to the engine's.
+#:
+#: Since the microcosm#1418 savings follow-up, interest and other income
+#: reach the frame's year on SPI's own path instead
+#: (``rebase_spi_donor_savings``): HMRC's published 2023-24 Table 3.7 amounts
+#: by range of total income, then the OBR's savings income growth, the path
+#: the band targets take. On their engine indices the 2022-23 tape reached
+#: 2024 at about half of SPI's 2023-24 other income (GDP per head, x1.09,
+#: against x1.65 in that one year) and short of its interest, and the solve
+#: met the band targets by stretching the few households that carry them.
+#: Both columns run on the projection's index from the frame's year on, named
+#: here.
 SPI_HISTORY_INDEX_DIFFERS_FROM_PROJECTION = {
     "savings_interest_income": "gov.economic_assumptions.indices.obr.per_capita.gdp",
+    "other_investment_income": "gov.economic_assumptions.indices.obr.per_capita.gdp",
+}
+#: The published rows the donor savings rebase reads (vendored from the
+#: Chronicle feed pin), the year they describe, and each rebased column's
+#: Table 3.7 concept.
+SPI_SAVINGS_REBASE_RESOURCE = "hmrc_spi_table_3_7_savings_rows.json"
+SPI_SAVINGS_REBASE_YEAR = 2023
+SPI_SAVINGS_REBASE_CONCEPTS = {
+    "savings_interest_income": "hmrc.spi_savings_interest_income_amount",
+    "other_investment_income": "hmrc.spi_other_income_amount",
 }
 # Use the pinned engine's variable-specific indices. None explicitly retains
 # nominal amounts where no same-scope indexed mapping has been reviewed;
@@ -848,6 +869,14 @@ def impute_uk_spi_income_support(
             raise TypeError("donor_table must be a pandas DataFrame.")
         raw_donor = donor_table.copy(deep=True)
     donor = _prepare_spi_donor(raw_donor, seed=seed, age_model=donor_age_model)
+    # The tape's interest and other income move to SPI's 2023-24 bands before
+    # any draw, so the forest and the band donors read the same rebased tape
+    # (microcosm#1418 savings follow-up).
+    savings_rebase = None
+    if rebase_income_to_build_period and int(build_period) >= SPI_SAVINGS_REBASE_YEAR:
+        donor, savings_rebase = rebase_spi_donor_savings(
+            donor, spi_savings_rebase_published()
+        )
     donor_age_draw = {
         **donor.attrs.get("age_draw", {}),
         "stage1_query_age": SPI_STAGE1_QUERY_AGE_RULE,
@@ -1102,6 +1131,8 @@ def fit_reference(encoded: pd.DataFrame, observed: pd.DataFrame):
         uprating_factors, income_uprating = _spi_income_uprating_factors(
             int(build_period)
         )
+        if savings_rebase is not None:
+            income_uprating = {**income_uprating, "savings_rebase": savings_rebase}
         stage1_draws = stage1_draws.mul(pd.Series(uprating_factors), axis="columns")
     nonnegative_stage1 = [
         column
@@ -1662,6 +1693,11 @@ def _spi_income_uprating_factors(year: int):
     """Rebase SPI money flows before conditioning on build-year FRS incomes."""
     from policyengine_uk import CountryTaxBenefitSystem
 
+    from microcosm.build.uk_runtime.hmrc_uprating import (
+        UK_OBR_SAVINGS_INCOME_GROWTH_INDEX_CONCEPT,
+        uk_obr_savings_income_level,
+    )
+
     if year < SPI_DONOR_INCOME_YEAR:
         raise ValueError("SPI income cannot be rebased before its source year.")
     if set(SPI_INCOME_UPRATING_VARIABLES) != set(SPI_INCOME_QRF_OUTPUT_COLUMNS):
@@ -1672,6 +1708,26 @@ def _spi_income_uprating_factors(year: int):
     factors = {}
     columns = {}
     for column, variable_name in SPI_INCOME_UPRATING_VARIABLES.items():
+        if column in SPI_SAVINGS_REBASE_CONCEPTS and year >= SPI_SAVINGS_REBASE_YEAR:
+            # rebase_spi_donor_savings has moved the column to SPI's 2023-24
+            # bands; the OBR's savings income growth carries it on.
+            factor, used = uk_obr_savings_income_level(SPI_SAVINGS_REBASE_YEAR, year)
+            factors[column] = factor
+            columns[column] = {
+                "variable": variable_name,
+                "index": UK_OBR_SAVINGS_INCOME_GROWTH_INDEX_CONCEPT,
+                "factor": factor,
+                "basis": "spi_published_bands_then_obr_savings_income",
+                "from_period": SPI_SAVINGS_REBASE_YEAR,
+                "growth_by_year": {
+                    str(fiscal_year): growth
+                    for fiscal_year, (growth, _) in used.items()
+                },
+                "dataset_projection_index": (
+                    SPI_HISTORY_INDEX_DIFFERS_FROM_PROJECTION[variable_name]
+                ),
+            }
+            continue
         path = None
         factor = 1.0
         if variable_name is not None:
@@ -1755,6 +1811,122 @@ def prepare_spi_donor_table(
     return _prepare_spi_donor(raw, seed=seed, age_model=age_model)
 
 
+def spi_savings_rebase_published(
+    rows: Sequence[Mapping[str, Any]] | None = None,
+) -> dict[str, dict[int, float]]:
+    """HMRC's 2023-24 Table 3.7 amounts by band, for each rebased column.
+
+    Read from the vendored resource (``SPI_SAVINGS_REBASE_RESOURCE``): the
+    United Kingdom interest from banks and building societies and other
+    income of taxpayers, keyed by each band's lower bound of total income.
+    Both columns must name the same bands, once each.
+    """
+
+    if rows is None:
+        from microcosm.build.uk_runtime.ledger_fact_vendoring import vendored_rows
+
+        rows = vendored_rows(SPI_SAVINGS_REBASE_RESOURCE)
+    columns = {
+        concept: column for column, concept in SPI_SAVINGS_REBASE_CONCEPTS.items()
+    }
+    published: dict[str, dict[int, float]] = {
+        column: {} for column in SPI_SAVINGS_REBASE_CONCEPTS
+    }
+    for row in rows:
+        column = columns.get(str(row.get("concept")))
+        if column is None:
+            continue
+        period = int((row.get("period") or {}).get("value", -1))
+        if period != SPI_SAVINGS_REBASE_YEAR:
+            raise ValueError(
+                f"{SPI_SAVINGS_REBASE_RESOURCE}: a {column} row describes {period}, "
+                f"not {SPI_SAVINGS_REBASE_YEAR}."
+            )
+        bound = int((row.get("dimensions") or {})["total_income_lower_bound"])
+        if bound in published[column]:
+            raise ValueError(
+                f"{SPI_SAVINGS_REBASE_RESOURCE}: {column} has two rows from {bound}."
+            )
+        value = float(row["value"])
+        if not np.isfinite(value) or value < 0.0:
+            raise ValueError(
+                f"{SPI_SAVINGS_REBASE_RESOURCE}: {column} from {bound} is {value!r}."
+            )
+        published[column][bound] = value
+    bands = {column: tuple(sorted(by_bound)) for column, by_bound in published.items()}
+    if not all(bands.values()) or len(set(bands.values())) != 1:
+        raise ValueError(
+            f"{SPI_SAVINGS_REBASE_RESOURCE} must give every rebased column the "
+            f"same total-income bands: {bands}."
+        )
+    return published
+
+
+def rebase_spi_donor_savings(
+    donor: pd.DataFrame,
+    published: Mapping[str, Mapping[int, float]],
+) -> tuple[pd.DataFrame, dict[str, object]]:
+    """Move the tape's interest and other income to SPI's 2023-24 bands.
+
+    Each donor's column is scaled by its band's factor: HMRC's published
+    2023-24 amount over the tape's FACT-weighted 2022-23 amount in the same
+    range of total income, the tape banded by its own total income. A donor
+    below the first band takes the factor of all bands together. The rebased
+    tape reproduces the published amounts band by band; the OBR's savings
+    income growth then carries both columns to the frame's year
+    (``_spi_income_uprating_factors``). A band the tape carries none of has
+    nothing to scale and is left as it is, named in the receipt: the
+    production tape carries every band, a synthetic one need not. The receipt
+    carries the factors only.
+    """
+
+    bounds = sorted(next(iter(published.values())))
+    income = donor["total_income"].to_numpy(dtype=np.float64)
+    weights = donor["FACT"].to_numpy(dtype=np.float64)
+    band = (
+        np.searchsorted(np.asarray(bounds, dtype=np.float64), income, side="right") - 1
+    )
+    banded = band >= 0
+    rebased = donor.copy()
+    receipt: dict[str, object] = {
+        "resource": SPI_SAVINGS_REBASE_RESOURCE,
+        "from_period": SPI_DONOR_INCOME_YEAR,
+        "to_period": SPI_SAVINGS_REBASE_YEAR,
+        "band_by": "total_income",
+        "band_lower_bounds": [int(bound) for bound in bounds],
+        "columns": {},
+    }
+    for column, by_bound in published.items():
+        values = donor[column].to_numpy(dtype=np.float64)
+        tape = np.bincount(
+            band[banded], weights=(weights * values)[banded], minlength=len(bounds)
+        )
+        target = np.asarray([float(by_bound[bound]) for bound in bounds])
+        carried = tape > 0.0
+        factors = np.where(carried, target / np.where(carried, tape, 1.0), 1.0)
+        all_bands = (
+            float(target[carried].sum() / tape[carried].sum()) if carried.any() else 1.0
+        )
+        rebased[column] = values * np.where(
+            banded, factors[np.clip(band, 0, None)], all_bands
+        )
+        receipt["columns"][column] = {
+            "concept": SPI_SAVINGS_REBASE_CONCEPTS[column],
+            "band_factors": {
+                str(bound): float(factor)
+                for bound, factor, kept in zip(bounds, factors, carried, strict=True)
+                if kept
+            },
+            "below_first_band_factor": all_bands,
+            "bands_without_tape_amounts": [
+                int(bound)
+                for bound, kept in zip(bounds, carried, strict=True)
+                if not kept
+            ],
+        }
+    return rebased, receipt
+
+
 def _prepare_spi_donor(
     raw: pd.DataFrame,
     *,
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_hmrc_uprating.py b/packages/microcosm-build/tests/engine/uk/test_uk_hmrc_uprating.py
index df556390c6..28a661aa49 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_hmrc_uprating.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_hmrc_uprating.py
@@ -32,10 +32,11 @@ def test_spi_band_targets_move_by_the_engines_dataset_projection() -> None:
     (microcosm#1418); Table 3.10's amounts move by their count index times the
     engine's index for self-employment income (the independent review of
     microcosm#1420); and a measure derived from an input moves by the input's
-    index. The SPI donors still reach the dataset's year by savings interest's
-    own history index and run on the projection's from there
-    (``spi_income.SPI_HISTORY_INDEX_DIFFERS_FROM_PROJECTION``), so both are
-    held to the engine's."""
+    index. The SPI donors reach the dataset's year with interest and other
+    income on SPI's 2023-24 bands and the OBR's savings income growth (the
+    microcosm#1418 savings follow-up) and run on the projection's index from
+    there (``spi_income.SPI_HISTORY_INDEX_DIFFERS_FROM_PROJECTION``), so the
+    projection's index is held to the engine's."""
 
     import json
     from importlib.resources import files
@@ -71,7 +72,8 @@ def test_spi_band_targets_move_by_the_engines_dataset_projection() -> None:
     }
     variables = policyengine_uk.CountryTaxBenefitSystem().variables
     assert SPI_HISTORY_INDEX_DIFFERS_FROM_PROJECTION == {
-        "savings_interest_income": UK_SPI_SAVINGS_INTEREST_PROJECTION_PARAMETER
+        "savings_interest_income": UK_SPI_SAVINGS_INTEREST_PROJECTION_PARAMETER,
+        "other_investment_income": projection["other_investment_income"],
     }
     assert (
         UK_SPI_SAVINGS_INTEREST_PROJECTION_PARAMETER
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
index 9008564d2c..67c0196201 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
@@ -1,6 +1,8 @@
 """Tests split from packages/microcosm-build/tests/test_uk_spi_income.py."""
 
 # ruff: noqa: F403, F405
+from microcosm.build.uk_runtime.hmrc_uprating import uk_obr_savings_income_level
+from microcosm.build.uk_runtime.spi_income import SPI_SAVINGS_REBASE_CONCEPTS
 from test_support.microcosm_build.uk_spi_income import *
 
 
@@ -69,6 +71,15 @@ def test_spi_rebases_income_before_frs_fill_and_preserves_child_inputs(
         lambda year: (factors, {"from_period": 2022, "to_period": year}),
         raising=False,
     )
+    # The donor savings rebase runs on the prepared tape when the stage rebases
+    # to the build year, and only then (microcosm#1418 savings follow-up).
+    rebased = []
+
+    def rebase(donor, published):
+        rebased.append(sorted(published))
+        return donor, {"rebased": True}
+
+    monkeypatch.setattr(spi_income, "rebase_spi_donor_savings", rebase)
     options = dict(
         seed=9,
         n_estimators=3,
@@ -77,6 +88,7 @@ def test_spi_rebases_income_before_frs_fill_and_preserves_child_inputs(
         allow_in_sample_reference=True,
     )
     reference = impute_uk_spi_income_support(support, donor_path, **options)
+    assert rebased == []
     result = impute_uk_spi_income_support(
         support,
         donor_path,
@@ -99,7 +111,12 @@ def test_spi_rebases_income_before_frs_fill_and_preserves_child_inputs(
         result.person.loc[base, "dividend_income"],
         person.loc[base, "dividend_income"],
     )
-    assert result.income_uprating == {"from_period": 2022, "to_period": 2024}
+    assert rebased == [sorted(SPI_SAVINGS_REBASE_CONCEPTS)]
+    assert result.income_uprating == {
+        "from_period": 2022,
+        "to_period": 2024,
+        "savings_rebase": {"rebased": True},
+    }
 
 
 def test_child_exclusion_keeps_the_other_recipients_draws(
@@ -702,6 +719,10 @@ def test_spi_uprating_uses_actual_engine_indices_and_explicit_nominal_holdouts()
         for column, row in receipt["columns"].items()
         if row["basis"] == "held_nominal"
     } == nominal
+    # Interest and other income are rebased to SPI's 2023-24 bands first and
+    # grow on the OBR's savings income path from there (microcosm#1418 savings
+    # follow-up).
+    obr_level, _ = uk_obr_savings_income_level(2023, 2024)
     for column, row in receipt["columns"].items():
         if column in nominal:
             assert row == {
@@ -710,6 +731,10 @@ def test_spi_uprating_uses_actual_engine_indices_and_explicit_nominal_holdouts()
                 "factor": 1.0,
                 "basis": "held_nominal",
             }
+        elif column in SPI_SAVINGS_REBASE_CONCEPTS:
+            assert row["basis"] == "spi_published_bands_then_obr_savings_income"
+            assert row["from_period"] == 2023
+            assert factors[column] == pytest.approx(obr_level)
         else:
             path, ratio = expected[row["variable"]]
             assert row["index"] == "gov.economic_assumptions.indices." + path
@@ -769,11 +794,13 @@ def test_spi_rebasing_index_is_the_projections_except_where_named() -> None:
         else:
             assert row["index"] == projection[row["variable"]], column
             assert "dataset_projection_index" not in row
-    savings = receipt["columns"]["savings_interest_income"]
-    assert savings["index"] == (
-        "gov.economic_assumptions.indices.ons.household_interest_income"
-    )
-    assert savings["factor"] == pytest.approx(2.2692, abs=1e-4)
+    # Interest and other income reach the frame's year on SPI's own path, the
+    # 2023-24 bands then the OBR's savings income growth (+35.0% in 2024-25),
+    # and run on the projection's GDP per head from there.
+    for column in SPI_SAVINGS_REBASE_CONCEPTS:
+        savings = receipt["columns"][column]
+        assert savings["index"] == "obr.efo_2026_10.savings_income_growth"
+        assert savings["factor"] == pytest.approx(1.3496108, abs=1e-7)
 
 
 def _zero_taxable_income(person: pd.DataFrame, rows) -> None:
diff --git a/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py b/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
index 4ef91ac803..98b1c0ac0c 100644
--- a/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
+++ b/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
@@ -944,6 +944,7 @@ def test_spi_spine_adds_no_country_package_resources(self) -> None:
             "bonus_sacrifice_anchor.json",
             "obr_salary_sacrifice_costing_facts.json",
             "obr_savings_income_growth_facts.json",
+            "hmrc_spi_table_3_7_savings_rows.json",
             "slc_liable_stocks.json",
             "hmrc_income_release_gate_report.json",
             "hmrc_income_replay_report.json",
@@ -1106,6 +1107,7 @@ def test_uk_package_loads(self) -> None:
             "bonus_sacrifice_anchor.json",
             "obr_salary_sacrifice_costing_facts.json",
             "obr_savings_income_growth_facts.json",
+            "hmrc_spi_table_3_7_savings_rows.json",
             "slc_liable_stocks.json",
             "hmrc_income_release_gate_report.json",
             "hmrc_income_replay_report.json",
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
new file mode 100644
index 0000000000..a2f1098f7c
--- /dev/null
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
@@ -0,0 +1,185 @@
+"""The SPI donors' savings rebase (microcosm#1418 savings follow-up).
+
+The 2022-23 tape's interest and other income move to HMRC's published
+2023-24 Table 3.7 amounts band by band, then on the OBR's savings income
+growth to the frame's year, in place of each column's engine index.
+"""
+
+from __future__ import annotations
+
+import sys
+from types import SimpleNamespace
+
+import pandas as pd
+import pytest
+
+from microcosm.build.uk_runtime import spi_income
+from microcosm.build.uk_runtime.hmrc_uprating import uk_obr_savings_income_level
+from microcosm.build.uk_runtime.spi_income import (
+    SPI_HISTORY_INDEX_DIFFERS_FROM_PROJECTION,
+    SPI_SAVINGS_REBASE_CONCEPTS,
+    SPI_SAVINGS_REBASE_YEAR,
+    rebase_spi_donor_savings,
+    spi_savings_rebase_published,
+)
+
+PUBLISHED = {
+    "savings_interest_income": {12_570: 1_500.0, 50_000: 2_000.0, 1_000_000: 3_000.0},
+    "other_investment_income": {12_570: 400.0, 50_000: 400.0, 1_000_000: 18_000.0},
+}
+
+
+def _rows(amounts):
+    return [
+        {
+            "concept": SPI_SAVINGS_REBASE_CONCEPTS[column],
+            "period": {"type": "tax_year", "value": SPI_SAVINGS_REBASE_YEAR},
+            "dimensions": {"total_income_lower_bound": bound},
+            "value": value,
+        }
+        for column, by_bound in amounts.items()
+        for bound, value in by_bound.items()
+    ]
+
+
+def _donor() -> pd.DataFrame:
+    return pd.DataFrame(
+        {
+            "total_income": [5_000.0, 15_000.0, 15_000.0, 50_000.0, 2_000_000.0],
+            "FACT": [10.0, 5.0, 5.0, 2.0, 1.0],
+            "savings_interest_income": [100.0, 40.0, 60.0, 500.0, 1_000.0],
+            "other_investment_income": [0.0, 10.0, 30.0, 100.0, 9_000.0],
+            "dividend_income": [1.0, 2.0, 3.0, 4.0, 5.0],
+        }
+    )
+
+
+def test_the_rebased_tape_reproduces_the_published_bands() -> None:
+    donor = _donor()
+    rebased, receipt = rebase_spi_donor_savings(donor, PUBLISHED)
+
+    # A donor at a band's lower bound sits in that band.
+    rows_by_band = {12_570: [1, 2], 50_000: [3], 1_000_000: [4]}
+    for column, by_bound in PUBLISHED.items():
+        for bound, rows in rows_by_band.items():
+            weighted = rebased.loc[rows, column] * rebased.loc[rows, "FACT"]
+            assert weighted.sum() == pytest.approx(by_bound[bound])
+    # Interest: the tape's 500, 1,000 and 1,000 against 1,500, 2,000 and
+    # 3,000; a donor below the first band takes all bands' 6,500 over 2,500.
+    assert receipt["columns"]["savings_interest_income"]["band_factors"] == {
+        "12570": 3.0,
+        "50000": 2.0,
+        "1000000": 3.0,
+    }
+    assert rebased.loc[0, "savings_interest_income"] == pytest.approx(100.0 * 2.6)
+    assert receipt["columns"]["savings_interest_income"][
+        "below_first_band_factor"
+    ] == pytest.approx(2.6)
+    # Other columns, and the tape passed in, are left as they were.
+    pd.testing.assert_series_equal(rebased["dividend_income"], donor["dividend_income"])
+    assert donor.loc[0, "savings_interest_income"] == 100.0
+    assert receipt["from_period"] == 2022 and receipt["to_period"] == 2023
+    # The receipt carries factors, never a count of tape records.
+    assert set(receipt["columns"]["other_investment_income"]) == {
+        "concept",
+        "band_factors",
+        "below_first_band_factor",
+        "bands_without_tape_amounts",
+    }
+    assert (
+        receipt["columns"]["other_investment_income"]["bands_without_tape_amounts"]
+        == []
+    )
+
+
+def test_a_band_the_tape_does_not_carry_is_left_as_it_is() -> None:
+    # A synthetic tape need not carry every band; there is nothing to scale
+    # there, and the receipt names the band.
+    donor = _donor()
+    donor.loc[4, "other_investment_income"] = 0.0
+    rebased, receipt = rebase_spi_donor_savings(donor, PUBLISHED)
+    other = receipt["columns"]["other_investment_income"]
+    assert other["bands_without_tape_amounts"] == [1_000_000]
+    assert "1000000" not in other["band_factors"]
+    assert rebased.loc[4, "other_investment_income"] == 0.0
+    # The other bands, and below the first, still rebase: 800 over 400.
+    assert other["below_first_band_factor"] == pytest.approx(2.0)
+    assert rebased.loc[3, "other_investment_income"] == pytest.approx(200.0)
+
+
+def test_the_published_rows_are_checked() -> None:
+    rows = _rows(PUBLISHED)
+    assert spi_savings_rebase_published(rows) == PUBLISHED
+    stale = [dict(rows[0], period={"type": "tax_year", "value": 2022}), *rows[1:]]
+    with pytest.raises(ValueError, match="describes 2022"):
+        spi_savings_rebase_published(stale)
+    with pytest.raises(ValueError, match="two rows from"):
+        spi_savings_rebase_published([*rows, rows[0]])
+    uneven = [
+        row
+        for row in rows
+        if not (
+            row["concept"] == SPI_SAVINGS_REBASE_CONCEPTS["other_investment_income"]
+            and row["dimensions"]["total_income_lower_bound"] == 50_000
+        )
+    ]
+    with pytest.raises(ValueError, match="same total-income bands"):
+        spi_savings_rebase_published(uneven)
+
+
+def test_the_committed_rows_give_both_columns_table_3_7s_thirteen_bands() -> None:
+    published = spi_savings_rebase_published()
+    assert {column: len(bands) for column, bands in published.items()} == {
+        "savings_interest_income": 13,
+        "other_investment_income": 13,
+    }
+    assert min(published["savings_interest_income"]) == 12_570
+    # SPI 2023-24 Table 3.7, all bands: GBP 18.34bn of interest and GBP
+    # 5.85bn of other income.
+    assert sum(published["savings_interest_income"].values()) == pytest.approx(
+        18.343e9, rel=1e-3
+    )
+    assert sum(published["other_investment_income"].values()) == pytest.approx(
+        5.846e9, rel=1e-3
+    )
+
+
+def test_the_savings_columns_grow_on_the_obr_path_from_2023_24(monkeypatch) -> None:
+    variables = {
+        name: SimpleNamespace(uprating="index")
+        for name in spi_income.SPI_INCOME_UPRATING_VARIABLES.values()
+        if name is not None
+    }
+
+    def parameters(period):
+        return SimpleNamespace(index=100.0 if period.startswith("2022") else 120.0)
+
+    system = SimpleNamespace(variables=variables, parameters=parameters)
+    monkeypatch.setitem(
+        sys.modules,
+        "policyengine_uk",
+        SimpleNamespace(CountryTaxBenefitSystem=lambda: system),
+    )
+    factors, receipt = spi_income._spi_income_uprating_factors.__wrapped__(2024)
+
+    level, used = uk_obr_savings_income_level(2023, 2024)
+    # The OBR's +35.0% for 2024-25 (October 2026 EFO, Table 4.5).
+    assert level == pytest.approx(1.3496108, abs=1e-7)
+    assert sorted(used) == [2024]
+    for column in SPI_SAVINGS_REBASE_CONCEPTS:
+        row = receipt["columns"][column]
+        assert row["basis"] == "spi_published_bands_then_obr_savings_income"
+        assert row["from_period"] == SPI_SAVINGS_REBASE_YEAR
+        assert factors[column] == pytest.approx(level)
+        assert (
+            row["dataset_projection_index"]
+            == (SPI_HISTORY_INDEX_DIFFERS_FROM_PROJECTION[column])
+        )
+    # Every other indexed column keeps its engine index from the tape's year.
+    assert factors["dividend_income"] == pytest.approx(1.2)
+    # Before 2023-24 there is nothing to rebase to: the source year is the
+    # identity, and the path refuses to run backwards.
+    unchanged, _ = spi_income._spi_income_uprating_factors.__wrapped__(2022)
+    assert unchanged["other_investment_income"] == pytest.approx(1.0)
+    with pytest.raises(ValueError, match="runs forward only"):
+        uk_obr_savings_income_level(2024, 2023)

From f3cb3ddd3d4b547974386d48a29c95c6180047f2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 12:06:14 +0000
Subject: [PATCH 08/44] Widen the UC take-up gate to 0.06 for the savings
 rebase
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The first spine built from 667fe532a stopped at uk_stage_uc_take_up.
Single people's caseload ended 0.0568 of DWP's count further from it
than before the redraw, against 0.0523 on PR C's spine and a tolerance
of 0.055.

The rebased SPI savings feed the UC reporter redraw's investment-income
predictor. The few SPI benefit units whose report changes move the take-up
stage's pool merging, which joins adjacent award bands until each pool
rests on enough sources. Single people's £1,000 to £1,100 award band
moved from a reachable pool into one whose DWP target exceeds the
entitled units. The reachable pools still realize DWP's counts within
0.005.

The tolerance goes to 0.06 (María's ruling of 2026-10-30), as PR A took
it from 0.05 to 0.055 for the gilt reshuffle. Pool boundaries that move
with small upstream changes are a follow-up on #1334. The gate's note,
the committed-parameter test and the data contract's mirrored digests
are updated.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../microcosm-build/src/microcosm/build/uk/gates.json  |  4 ++--
 .../tests/engine_free/uk/test_uk_stage_health.py       |  4 ++--
 packages/microcosm-data/src/microcosm/data/contract.py | 10 +++++-----
 .../tests/engine_free/shared/test_contract.py          |  6 +++---
 4 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/packages/microcosm-build/src/microcosm/build/uk/gates.json b/packages/microcosm-build/src/microcosm/build/uk/gates.json
index 31c672e511..0bc8dc8e94 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/gates.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/gates.json
@@ -621,9 +621,9 @@
       "parameters": {
         "stage": "uc_take_up",
         "check": "uc_take_up",
-        "maximum_caseload_deviation": 0.055
+        "maximum_caseload_deviation": 0.06
       },
-      "notes": "Stage-time gate over the Universal Credit take-up receipt (microcosm#1334): every reporter claims and no unit outside the draw changes; in each DWP family type the pools whose target is reachable realize DWP's calendar-2025 caseload within 0.055 of it at the stage's weights, Great Britain only, counting units the engine moves off their legacy benefits at their expected claim at the closure; and the family type's caseload is no further from DWP's than before the redraw, give or take 0.055 of DWP's count. The tolerance was 0.05 until microcosm#1418: routing gilt interest out of dividend_income reshuffles the SPI channel's draws. On the spine of 2026-10-28 (da944f12c), single people's caseload ends 0.0523 of DWP's count further from it than before the redraw (0.0486 on the spine before, 3c0d11b6's), so 0.055 holds it with about 8,000 to spare; couples without children, lone parents and couples with children end closer than before by 0.53, 0.054 and 0.42 of their counts, and every family type's reachable pools realize DWP's count within 0.0015. The terminal take-up signal gate no longer measures would_claim_uc, whose rate is now set by award band and family type, not as one share of the age population."
+      "notes": "Stage-time gate over the Universal Credit take-up receipt (microcosm#1334): every reporter claims and no unit outside the draw changes; in each DWP family type the pools whose target is reachable realize DWP's calendar-2025 caseload within 0.06 of it at the stage's weights, Great Britain only, counting units the engine moves off their legacy benefits at their expected claim at the closure; and the family type's caseload is no further from DWP's than before the redraw, give or take 0.06 of DWP's count. The tolerance was 0.05 until microcosm#1418, whose routing of gilt interest out of dividend_income reshuffles the SPI channel's draws, and 0.055 until the savings follow-up (microcosm#1428, María's ruling of 2026-10-30). There the SPI donors' interest and other income, rebased to SPI's 2023-24 bands, feed the UC reporter redraw's investment-income predictor; the few SPI benefit units whose report changes move the stage's pool merging, which joins adjacent award bands until each pool rests on enough sources, and single people's GBP 1,000 to 1,100 band moves from a reachable pool into one whose DWP target exceeds the entitled units. On the spine of 2026-10-30 (667fe532a), single people's caseload ends 0.0568 of DWP's count further from it than before the redraw (0.0523 on the spine before, 5aba83cd2's), so 0.06 holds it with about 10,000 to spare; couples without children, couples with children and lone parents end closer than before by 0.55, 0.40 and 0.054 of their counts, and every family type's reachable pools realize DWP's count within 0.005. Pool boundaries that move with small upstream changes are a follow-up on microcosm#1334. The terminal take-up signal gate no longer measures would_claim_uc, whose rate is now set by award band and family type, not as one share of the age population."
     },
     {
       "id": "uk_stage_pension_credit_take_up",
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
index fa4a989e18..c3243951a5 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
@@ -2322,11 +2322,11 @@ def family(dwp, before, after, reachable, realized):
             "reachable_pools_caseload_after": realized,
         }
 
-    # 0.05 until microcosm#1418.
+    # 0.05 until microcosm#1418, 0.055 until the savings follow-up (microcosm#1428).
     parameters = {
         "stage": "uc_take_up",
         "check": "uc_take_up",
-        "maximum_caseload_deviation": 0.055,
+        "maximum_caseload_deviation": 0.06,
     }
 
     def gate(families, **counts):
diff --git a/packages/microcosm-data/src/microcosm/data/contract.py b/packages/microcosm-data/src/microcosm/data/contract.py
index 0c976fe17e..7a43bb4ff5 100644
--- a/packages/microcosm-data/src/microcosm/data/contract.py
+++ b/packages/microcosm-data/src/microcosm/data/contract.py
@@ -451,13 +451,13 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
 # fingerprint derives from the manifest digest. Editing the spec moves all
 # three here in the same reviewed change.
 _UK_GATE_BATTERY_POLICY_SHA256 = (
-    "2cba4eea2a100807d7beac76df4fa753a81be869af13859ab91de6ab27096e6d"
+    "3a596a79250c9f492eac81e569c402c645f9d20aa8f9c7c852899be0a52268bc"
 )
 _UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "1cb27600d7520fa5d049be0fec0898cd0f512c395918ee6f4cc9b9c9478713a2"
+    "856681a691772dc4a64200cefcba7a762b12538fad63eac79d5e428789590049"
 )
 _UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "80c3b49acd8c039c82b247997e7bc25aa7e8e22cfbfb424362274c2cbbd9c895"
+    "de084ea8b3f6a3a78f7dcb0eac7ca1e89fce1a2b2bce81de59f9132276e0641a"
 )
 #: Spec entry id -> the legacy gate name whose observable detail checks
 #: apply unchanged (the battery re-keys the report by entry id; the gate
@@ -955,10 +955,10 @@ def _uk_line_cut_tag_re(release_id: str) -> re.Pattern[str] | None:
 _UK_CERTIFICATION_PART_DIGESTS: Mapping[str, Mapping[str, str]] = {
     "spine": {
         "gates_manifest_sha256": (
-            "75684f2b3e1ce0dd8fdb6e220cb4336a4e845c2802f67f507d27385346a4b790"
+            "c39ea6701d8871c8c1af4a23001bd91e504c1f9712ecc56c83e613d49b0820ac"
         ),
         "policy_sha256": (
-            "53a93836d048a4e652b943d866e64801f5b29b41b92965e0641a9387f8cb67e5"
+            "988e47cd3e497af76683feeff0c1db7bdf82786fda51d4aaf316001d658210a7"
         ),
     },
     "calibration_seam": {
diff --git a/packages/microcosm-data/tests/engine_free/shared/test_contract.py b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
index 773ae7395f..3a995c2a54 100644
--- a/packages/microcosm-data/tests/engine_free/shared/test_contract.py
+++ b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
@@ -213,13 +213,13 @@ def _trusted_terminal_gate_signing_key(monkeypatch) -> None:
 UK_GATE_BATTERY_PRODUCER = "microcosm.build.gate_battery"
 UK_GATE_BATTERY_SIGNING_KEY_ENV = "MICROCOSM_UK_TERMINAL_GATE_SIGNING_KEY"
 UK_GATE_BATTERY_POLICY_SHA256 = (
-    "2cba4eea2a100807d7beac76df4fa753a81be869af13859ab91de6ab27096e6d"
+    "3a596a79250c9f492eac81e569c402c645f9d20aa8f9c7c852899be0a52268bc"
 )
 UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "1cb27600d7520fa5d049be0fec0898cd0f512c395918ee6f4cc9b9c9478713a2"
+    "856681a691772dc4a64200cefcba7a762b12538fad63eac79d5e428789590049"
 )
 UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "80c3b49acd8c039c82b247997e7bc25aa7e8e22cfbfb424362274c2cbbd9c895"
+    "de084ea8b3f6a3a78f7dcb0eac7ca1e89fce1a2b2bce81de59f9132276e0641a"
 )
 UK_GATE_BATTERY_DEGENERATE_EVIDENCE_SHA256 = (
     "f246388de42654dd68dbbb40c42282001b5b0a8bf48976162bcb1199085cb1d3"

From b441bb5a0eedb59dd08098e8a91707e031670dcc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 13:15:38 +0000
Subject: [PATCH 09/44] =?UTF-8?q?Hold=20the=20SPI=20=C2=A31m-and-over=20in?=
 =?UTF-8?q?terest=20row=20on=20its=20measured=20distortion?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The national built from f3cb3ddd3 fitted every SPI Table 3.7 interest
and other-income band but one, the £1m-and-over other-income row
included. It missed the £1m-and-over interest amount row outside the
uk_target_fit band.

By María's ruling of 2026-10-30, the row is held out of the objective as
a measured distortion, as the ten HMRC £1m-and-over cells are, and
measured on every evaluation. The register entry carries no figures for
the band. How the rebase sits in the top bands at design weights is a
follow-up.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../build/uk/calibration_measure_exclusions.json         | 9 +++++++++
 .../tests/engine_free/uk/test_uk_measure_simulation.py   | 9 +++++++--
 2 files changed, 16 insertions(+), 2 deletions(-)

diff --git a/packages/microcosm-build/src/microcosm/build/uk/calibration_measure_exclusions.json b/packages/microcosm-build/src/microcosm/build/uk/calibration_measure_exclusions.json
index 19e60dfb8e..9d030b56ce 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/calibration_measure_exclusions.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/calibration_measure_exclusions.json
@@ -171,6 +171,15 @@
       "approved_on": "2026-10-23",
       "expires_on": "2027-01-23"
     },
+    {
+      "name": "hmrc.spi.savings_interest_income.amount_by_total_income_band.band_1000000",
+      "reason": "Measured distortion, not thin support, as for the ten HMRC £1m-and-over cells (María's rule of 2026-10-21). With the SPI donors' interest and other income rebased to SPI's 2023-24 bands (microcosm#1428), the first national built from f3cb3ddd3 fitted every other interest and other-income band, the £1m-and-over other-income row included, and missed this row outside the uk_target_fit band. Held out of the objective and measured on every evaluation. The row rests on the SPI Public Use Tape, so its figures and its neighbours' stay out of this register.",
+      "tracking": "microcosm#1428",
+      "approved_by": "juaristi22",
+      "adjudication": "María's ruling of 2026-10-30 on the savings follow-up (microcosm#1428): hold the £1m-and-over savings interest amount row as a measured distortion, rebuild the national on the same spine and score it; how the rebase sits in the top bands at design weights is a follow-up.",
+      "approved_on": "2026-10-30",
+      "expires_on": "2027-01-30"
+    },
     {
       "name": "slc.repayments.england_plan_5",
       "reason": "Structural under-support: the student-loans stage tops Plan 5 up to SLC's liable stock, which binds, and fewer than ten source households carry Plan 5 repayments on #1333's 2.145.0 spine, so no weights reach SLC's repayment figure; the row's model figures are withheld.",
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_measure_simulation.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_measure_simulation.py
index 6d7508a7d1..58ad2d1132 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_measure_simulation.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_measure_simulation.py
@@ -602,6 +602,9 @@ def test_exclusion_applier_warns_within_week_of_expiry():
     # stage assigns no postgraduate plan) and Plan 5's liable stock binds; the
     # Plan 5 repayments and the two Plan 2 stocks stay.
     "_1_000_000_to_inf": 10,
+    # The SPI Table 3.7 £1m-and-over interest amount row, held on the savings
+    # follow-up's measured distortion (microcosm#1428, 2026-10-30).
+    "hmrc.spi.savings_interest_income.amount_by_total_income_band.band_1000000": 1,
     "slc.": 3,
     # microcosm#1095 (2026-10-07): two bands whose few supporting awards
     # policyengine-uk 2.122.2 moves out join the uk-data#452 class.
@@ -730,8 +733,10 @@ def test_packaged_exclusions_load():
     # electricity row again (María's ruling of 2026-10-28), and holds the ONS
     # gas row again for bottled gas (María's ruling of 2026-10-29). The
     # betting and gaming row stays held: the solve cannot yet measure its
-    # 2024 duty (microcosm#1420).
-    assert len(names) == len(set(names)) == 39
+    # 2024 duty (microcosm#1420). The savings follow-up holds the SPI £1m-and-over
+    # interest amount row on its measured distortion (microcosm#1428, María's
+    # ruling of 2026-10-30).
+    assert len(names) == len(set(names)) == 40
     (gas,) = [
         entry
         for entry in exclusions

From 4a6dc728f8ac81073c9d9097edd95780b74b10ac Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 14:44:16 +0000
Subject: [PATCH 10/44] Rebase SPI donor savings on the tape's taxpayers

SPI Table 3.7 counts taxpayers only, but the rebase divided its amounts
by the tape's amount over all records in each band. In the two lowest
bands non-taxpayers hold much of the tape's savings income, so the
rebased taxpayers reached only part of the published amounts there.

The prepared tape now carries the tape's TAXPAYER flag. Each band's
factor is computed over its taxpayers and applied to them; non-taxpayers
take the all-bands factor, as donors below the first band already do. A
tape without the flag counts every record, and the receipt says which
basis it used.

Option F of the #1428 other-income investigation.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1428-spi-rebase-taxpayers.fixed.md        |  1 +
 .../microcosm/build/uk_runtime/spi_income.py  | 28 +++++++++++++++----
 .../uk/test_uk_spi_savings_rebase.py          | 25 +++++++++++++++++
 3 files changed, 49 insertions(+), 5 deletions(-)
 create mode 100644 changelog.d/1428-spi-rebase-taxpayers.fixed.md

diff --git a/changelog.d/1428-spi-rebase-taxpayers.fixed.md b/changelog.d/1428-spi-rebase-taxpayers.fixed.md
new file mode 100644
index 0000000000..10eef9c0e7
--- /dev/null
+++ b/changelog.d/1428-spi-rebase-taxpayers.fixed.md
@@ -0,0 +1 @@
+The SPI donor savings rebase now computes each band's factor over the tape's taxpayers (TAXPAYER 1), since SPI Table 3.7 counts taxpayers only, and gives non-taxpayers the all-bands factor. Over all records, non-taxpayers' savings income in the two lowest bands left the rebased taxpayers short of the published amounts there (#1428).
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index e663a4009e..cee909b118 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -224,6 +224,8 @@
 #: Chronicle feed pin), the year they describe, and each rebased column's
 #: Table 3.7 concept.
 SPI_SAVINGS_REBASE_RESOURCE = "hmrc_spi_table_3_7_savings_rows.json"
+#: The prepared tape's taxpayer flag, the records the rebase factors read.
+SPI_DONOR_TAXPAYER_COLUMN = "is_taxpayer"
 SPI_SAVINGS_REBASE_YEAR = 2023
 SPI_SAVINGS_REBASE_CONCEPTS = {
     "savings_interest_income": "hmrc.spi_savings_interest_income_amount",
@@ -1868,10 +1870,11 @@ def rebase_spi_donor_savings(
 ) -> tuple[pd.DataFrame, dict[str, object]]:
     """Move the tape's interest and other income to SPI's 2023-24 bands.
 
-    Each donor's column is scaled by its band's factor: HMRC's published
-    2023-24 amount over the tape's FACT-weighted 2022-23 amount in the same
-    range of total income, the tape banded by its own total income. A donor
-    below the first band takes the factor of all bands together. The rebased
+    Each taxpayer donor's column is scaled by its band's factor: HMRC's
+    published 2023-24 amount over the tape's FACT-weighted 2022-23 amount for
+    the taxpayers in the same range of total income, the tape banded by its own
+    total income, since Table 3.7 counts taxpayers only. A donor below the first
+    band, or who pays no tax, takes the factor of all bands together. The rebased
     tape reproduces the published amounts band by band; the OBR's savings
     income growth then carries both columns to the frame's year
     (``_spi_income_uprating_factors``). A band the tape carries none of has
@@ -1886,13 +1889,21 @@ def rebase_spi_donor_savings(
     band = (
         np.searchsorted(np.asarray(bounds, dtype=np.float64), income, side="right") - 1
     )
-    banded = band >= 0
+    taxpayer = (
+        donor[SPI_DONOR_TAXPAYER_COLUMN].to_numpy(dtype=bool)
+        if SPI_DONOR_TAXPAYER_COLUMN in donor
+        else np.ones(len(donor), dtype=bool)
+    )
+    banded = (band >= 0) & taxpayer
     rebased = donor.copy()
     receipt: dict[str, object] = {
         "resource": SPI_SAVINGS_REBASE_RESOURCE,
         "from_period": SPI_DONOR_INCOME_YEAR,
         "to_period": SPI_SAVINGS_REBASE_YEAR,
         "band_by": "total_income",
+        "factors_over": (
+            "taxpayers" if SPI_DONOR_TAXPAYER_COLUMN in donor else "all_records"
+        ),
         "band_lower_bounds": [int(bound) for bound in bounds],
         "columns": {},
     }
@@ -2004,6 +2015,13 @@ def _prepare_spi_donor(
     # on the prepared tape for the band donors' propensity and band pools;
     # they are never QRF inputs or outputs.
     donor["total_income"] = numeric["TI"].to_numpy(dtype=float)
+    # Table 3.7 counts taxpayers only, so the savings rebase reads the tape's
+    # TAXPAYER flag (1, a taxpayer); a tape without it counts every record.
+    donor[SPI_DONOR_TAXPAYER_COLUMN] = (
+        pd.to_numeric(raw["TAXPAYER"], errors="coerce").eq(1).to_numpy()
+        if "TAXPAYER" in raw.columns
+        else np.ones(len(raw), dtype=bool)
+    )
     donor["is_composite"] = numeric["AGERANGE"].astype(int).eq(-1).to_numpy()
     # The published age band travels with the record so band pools can match
     # a carrier's age band; composites (-1) have none and never age-match.
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
index a2f1098f7c..242b44ad6f 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
@@ -183,3 +183,28 @@ def parameters(period):
     assert unchanged["other_investment_income"] == pytest.approx(1.0)
     with pytest.raises(ValueError, match="runs forward only"):
         uk_obr_savings_income_level(2024, 2023)
+
+
+def test_the_factors_read_the_tapes_taxpayers() -> None:
+    # Table 3.7 counts taxpayers only, so a band's factor is its published
+    # amount over the tape's taxpayers' amount there; a donor who pays no tax
+    # takes the factor of all bands together (option F of the microcosm#1428
+    # other-income investigation).
+    donor = _donor()
+    donor[spi_income.SPI_DONOR_TAXPAYER_COLUMN] = [False, True, False, True, True]
+    rebased, receipt = rebase_spi_donor_savings(donor, PUBLISHED)
+    interest = receipt["columns"]["savings_interest_income"]
+    assert receipt["factors_over"] == "taxpayers"
+    # The £12,570 band's taxpayers hold 5 x 40 = 200 of the tape's interest
+    # there: 1,500 over 200. All bands: 6,500 over 2,200.
+    assert interest["band_factors"]["12570"] == pytest.approx(7.5)
+    assert rebased.loc[1, "savings_interest_income"] == pytest.approx(40.0 * 7.5)
+    all_bands = 6_500.0 / 2_200.0
+    assert interest["below_first_band_factor"] == pytest.approx(all_bands)
+    assert rebased.loc[2, "savings_interest_income"] == pytest.approx(60.0 * all_bands)
+    # The band's taxpayers reproduce its published amount.
+    weighted = rebased.loc[[1], "savings_interest_income"] * rebased.loc[[1], "FACT"]
+    assert weighted.sum() == pytest.approx(1_500.0)
+    # Without the flag every record counts, as before.
+    _, plain = rebase_spi_donor_savings(_donor(), PUBLISHED)
+    assert plain["factors_over"] == "all_records"

From 092de13b9d348e4c4c497b1b8b4f42c267d90063 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 14:44:16 +0000
Subject: [PATCH 11/44] Book FRS savings income on SPI's definitions
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Two FRS-row mappings disagreed with SPI Table 3.7, so the frame's other
income below £100k carried the wrong concept.

- NS&I Direct Saver and the other NS&I and bank products move from
  other_investment_income to savings_interest_income. SPI has counted
  all interest paid gross or net as bank interest since 2016-17 (note
  4). Gilts stay in other income, as interest on securities (note 6).
- Income from an annuity not bought with pension funds or from a trust
  or covenant (FRS PENSION.PENTYPE 4 and 5, the ADULT ANYPEN4 and ANYPEN5
  sources) moves from private_pension_income to other_investment_income,
  the other income Table 3.7 counts (note 6). The FRS records the whole
  annuity payment, of which only the income element is taxable.

Both columns are taxable savings income in policyengine-uk, so the
savings tax on these rows does not move. The FRS spine test covers both
routes.

Options A1 and A2 of the #1428 other-income investigation.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 ...28-frs-other-income-definitions.changed.md |  1 +
 .../microcosm/build/uk_runtime/frs_spine.py   | 99 ++++++++++++-------
 .../tests/engine_free/uk/test_uk_frs_spine.py | 32 ++++--
 3 files changed, 88 insertions(+), 44 deletions(-)
 create mode 100644 changelog.d/1428-frs-other-income-definitions.changed.md

diff --git a/changelog.d/1428-frs-other-income-definitions.changed.md b/changelog.d/1428-frs-other-income-definitions.changed.md
new file mode 100644
index 0000000000..e54cc5a90b
--- /dev/null
+++ b/changelog.d/1428-frs-other-income-definitions.changed.md
@@ -0,0 +1 @@
+FRS rows now book savings income on SPI's definitions (#1428). NS&I Direct Saver and the other NS&I and bank products go to `savings_interest_income`, because SPI has counted all interest paid gross or net as bank interest since 2016-17 (Table 3.7 note 4); gilts stay in `other_investment_income`. Income from an annuity not bought with pension funds or from a trust or covenant (FRS PENTYPE 4 and 5) moves from `private_pension_income` to `other_investment_income`, the "other income" Table 3.7 counts (note 6). The FRS records the whole annuity payment, of which only the income element is taxable.
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_spine.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_spine.py
index 1af0349e8f..f2d2268434 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_spine.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_spine.py
@@ -612,8 +612,13 @@ def _assemble_frame(
     # tape's into both inputs (microcosm#1095).
     pe_person["loss_relief"] = 0.0
     pe_person["ni_class_4_losses_brought_forward"] = 0.0
-    _add_private_pension(pe_person, person, frs["pension"])
+    pension_savings_income = _add_private_pension(pe_person, person, frs["pension"])
     _add_accounts(pe_person, person, frs["accounts"])
+    # Income from a purchased annuity or a trust (PENTYPE 4 and 5) is savings
+    # income SPI Table 3.7 counts as other income, not pension (microcosm#1428).
+    pe_person["other_investment_income"] = (
+        pe_person["other_investment_income"] + pension_savings_income
+    )
     owner_managers = frs_owner_manager_inputs(person, frs["job"])
     for column in OWNER_MANAGER_COLUMNS:
         pe_person[column] = owner_managers[column].to_numpy()
@@ -711,57 +716,75 @@ def _assemble_frame(
     )
 
 
+#: FRS PENSION.PENTYPE codes whose income is savings income, not pension:
+#: an annuity not bought with pension funds (4) and a trust or covenant (5),
+#: the ADULT ANYPEN4 and ANYPEN5 sources. SPI Table 3.7 counts trust income
+#: and the purchased-annuity income SA101 returns as other income (note 6),
+#: so both go to other_investment_income (microcosm#1428). The FRS records
+#: the whole annuity payment, of which only the income element is taxable.
+FRS_SAVINGS_INCOME_PENSION_TYPES = (4, 5)
+
+
 def _add_private_pension(
     pe_person: pd.DataFrame, person: pd.DataFrame, pension: pd.DataFrame
-) -> None:
-    pension_payment = _sum_to_entity(
-        _number(pension, "penpay") * (_number(pension, "penpay") > 0),
-        pension.get("person_id", pd.Series(dtype="float64")),
-        person["person_id"],
-    )
-    pension_tax_paid = _sum_to_entity(
-        _number(pension, "ptamt")
-        * ((_number(pension, "ptinc") == 2) & (_number(pension, "ptamt") > 0)),
-        pension.get("person_id", pd.Series(dtype="float64")),
-        person["person_id"],
-    )
-    pension_deductions_removed = _sum_to_entity(
-        _number(pension, "poamt")
+) -> pd.Series:
+    """Write private pension income; return the PENSION rows' savings income.
+
+    Each row's gross weekly amount is the payment, any tax paid at source and
+    any deductions taken out. Rows of FRS_SAVINGS_INCOME_PENSION_TYPES are the
+    returned savings income, annual, by person; every other row is pension.
+    """
+
+    penpay = _number(pension, "penpay")
+    ptamt = _number(pension, "ptamt")
+    poamt = _number(pension, "poamt")
+    gross = (
+        penpay * (penpay > 0)
+        + ptamt * ((_number(pension, "ptinc") == 2) & (ptamt > 0))
+        + poamt
         * (
             ((_number(pension, "poinc") == 2) | (_number(pension, "penoth") == 1))
-            & (_number(pension, "poamt") > 0)
-        ),
-        pension.get("person_id", pd.Series(dtype="float64")),
-        person["person_id"],
+            & (poamt > 0)
+        )
     )
+    savings = _number(pension, "pentype").isin(FRS_SAVINGS_INCOME_PENSION_TYPES)
+    person_ids = pension.get("person_id", pd.Series(dtype="float64"))
     pe_person["private_pension_income"] = (
-        pension_payment + pension_tax_paid + pension_deductions_removed
-    ) * WEEKS_IN_YEAR
+        _sum_to_entity(gross * ~savings, person_ids, person["person_id"])
+        * WEEKS_IN_YEAR
+    )
+    return (
+        _sum_to_entity(gross * savings, person_ids, person["person_id"]) * WEEKS_IN_YEAR
+    )
 
 
 #: FRS ACCOUNTS.ACCOUNT codes (FRS 2024-25 variable listing, SN 9563) by the
 #: input their weekly interest (ACCINT) lands in (microcosm#1418). ISAs (21)
 #: are tax-free, kept apart in tax_free_savings_income inside gross interest.
 FRS_ISA_ACCOUNT = 21
-#: Deposit interest, savings_interest_income: current (1), NS&I investment
-#: (3), savings and investment (5), fixed-rate, guaranteed income and
-#: guaranteed growth bond (25; no interest recorded on FRS 2024-25), basic
-#: (27) and credit union (28) accounts.
-FRS_DEPOSIT_INTEREST_ACCOUNTS = (1, 3, 5, 25, 27, 28)
+#: Deposit interest, savings_interest_income: current (1), NS&I Direct Saver
+#: (2), NS&I investment (3), savings and investment (5), National Savings
+#: capital (10), Pensioners Guaranteed (13), income (16) and deposit (17)
+#: bonds, First Option (18), fixed-rate, guaranteed income and guaranteed
+#: growth (25) and guaranteed equity (26) bonds, basic (27) and credit union
+#: (28) accounts. SPI has counted all interest paid gross or net, NS&I's
+#: taxable products included, as interest from banks and building societies
+#: since 2016-17 (Table 3.7 note 4), so the NS&I products sit here, not in
+#: other income (microcosm#1428; PR A routed them to other income). On FRS
+#: 2024-25 codes 16, 25 and 26 record no interest, and 10, 13, 17 and 18 do
+#: not occur.
+FRS_DEPOSIT_INTEREST_ACCOUNTS = (1, 2, 3, 5, 10, 13, 16, 17, 18, 25, 26, 27, 28)
 #: Other interest, other_investment_income, which policyengine-uk taxes as
 #: savings income beside deposit interest (taxable_savings_interest_income):
-#: NS&I Direct Saver (2), gilts (6, booked as dividends before), National
-#: Savings capital (10), income (16) and deposit (17) bonds, Pensioners
-#: Guaranteed (13), First Option (18) and guaranteed equity (26) bonds. The
-#: tax-free products stay out: National Savings certificates (11, 12), SAYE
-#: (14), Premium Bonds (15), the Yearly Plan (19) and friendly society
-#: investments (31). On FRS 2024-25 only the NS&I Direct Saver and gilts carry
-#: interest in this group: codes 16 and 26 record none, and 10, 13, 17 and 18
-#: do not occur. Of the codes no list maps, only a share club (24) records
-#: interest on FRS 2024-25: the club's returns are on shares, so they are out
-#: of scope as interest; profit sharing (22), company share option plans (23),
-#: an endowment policy not linked (29) and informal assets (32) record none.
-FRS_OTHER_INTEREST_ACCOUNTS = (2, 6, 10, 13, 16, 17, 18, 26)
+#: gilts (6, booked as dividends before microcosm#1418), the interest on
+#: securities SPI counts as other income (Table 3.7 note 6). The tax-free
+#: products stay out: National Savings certificates (11, 12), SAYE (14),
+#: Premium Bonds (15), the Yearly Plan (19) and friendly society investments
+#: (31). Of the codes no list maps, only a share club (24) records interest on
+#: FRS 2024-25: the club's returns are on shares, so they are out of scope as
+#: interest; profit sharing (22), company share option plans (23), an
+#: endowment policy not linked (29) and informal assets (32) record none.
+FRS_OTHER_INTEREST_ACCOUNTS = (6,)
 #: Dividends: unit and investment trusts (7) and stocks, shares and bonds (8).
 FRS_DIVIDEND_ACCOUNTS = (7, 8)
 
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_spine.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_spine.py
index 96658862f4..1044244565 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_spine.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_spine.py
@@ -393,13 +393,28 @@ def _fixture_tables() -> dict[str, list[dict[str, object]]]:
                 "SERNUM": 1,
                 "BENUNIT": 1,
                 "PERSON": 1,
+                "PENTYPE": 1,
                 "PENPAY": 10.0,
                 "PTAMT": 2.0,
                 "PTINC": 2,
                 "POAMT": 3.0,
                 "POINC": 2,
                 "PENOTH": 0,
-            }
+            },
+            # Income from a trust (PENTYPE 5) is savings income SPI counts as
+            # other income, not pension (microcosm#1428).
+            {
+                "SERNUM": 2,
+                "BENUNIT": 1,
+                "PERSON": 1,
+                "PENTYPE": 5,
+                "PENPAY": 6.0,
+                "PTAMT": 0.0,
+                "PTINC": 0,
+                "POAMT": 0.0,
+                "POINC": 0,
+                "PENOTH": 0,
+            },
         ],
         "oddjob": [{"SERNUM": 1, "BENUNIT": 1, "PERSON": 1, "OJAMT": 4.0, "OJNOW": 1}],
         "accounts": [
@@ -430,8 +445,9 @@ def _fixture_tables() -> dict[str, list[dict[str, object]]]:
                 "ACCTAX": 0,
                 "INVTAX": 0,
             },
-            # Other interest (microcosm#1418): an NS&I Direct Saver paid after
-            # tax and a gilt paid after tax, both grossed up at the basic rate.
+            # An NS&I Direct Saver paid after tax, deposit interest since
+            # microcosm#1428 (SPI Table 3.7 note 4), and a gilt paid after tax,
+            # other interest (microcosm#1418), both grossed up at the basic rate.
             {
                 "SERNUM": 1,
                 "BENUNIT": 1,
@@ -1244,11 +1260,15 @@ def test_direct_person_mapping_values_are_ported(tmp_path: Path) -> None:
     assert adult["trading_loss"] == 0.0
     assert adult["private_pension_income"] == pytest.approx(15 * WEEKS_IN_YEAR)
     assert adult["tax_free_savings_income"] == pytest.approx(1 * WEEKS_IN_YEAR)
-    assert adult["savings_interest_income"] == pytest.approx(3.5 * WEEKS_IN_YEAR)
+    # The ISA (1), the current account (2 x 1.25) and the NS&I Direct Saver
+    # (2 x 1.25), deposit interest since microcosm#1428.
+    assert adult["savings_interest_income"] == pytest.approx(6.0 * WEEKS_IN_YEAR)
     # The gilt is other interest, no longer a dividend (microcosm#1418).
     assert adult["dividend_income"] == pytest.approx(3 * WEEKS_IN_YEAR)
-    assert adult["other_investment_income"] == pytest.approx(7.5 * WEEKS_IN_YEAR)
-    assert other["other_investment_income"] == 0.0
+    assert adult["other_investment_income"] == pytest.approx(5.0 * WEEKS_IN_YEAR)
+    # Household 2's trust income is other income, not pension (microcosm#1428).
+    assert other["other_investment_income"] == pytest.approx(6.0 * WEEKS_IN_YEAR)
+    assert other["private_pension_income"] == 0.0
     # ROYYR1 2 only: CVPAY (1 a week) is rent the adult pays as a lodger
     # (rent_paid_as_lodger, pe-uk#2006), not their own income, and household 1
     # does not sub-let.

From b8224744331a61c7b6771edacd50a0eaf47aafcc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 14:44:16 +0000
Subject: [PATCH 12/44] Locate SPI copies' other-income draw at the twin's
 other income

Other income was the one investment leaf of the SPI stage-1 transport
with no FRS analogue. Its quantile came from an identity uniform keyed
on the twin, which ignored the twin's holdings. Copies drew large
amounts on modest incomes, and the draw was out of line with the rest of
each copy's income.

The analogue map now names the twin's own other_investment_income:
gilts, trust income and purchased-annuity income, the FRS sources of
SPI's other income after the previous commit. A copy's draw now ranks
with its twin's holdings, as interest, dividends, pensions and property
do. The stage spec's analogue_columns (sources.yaml and
source_stages.json) and the release input coverage manifest that pins
the spec follow, and the spine test's synthetic frame carries the
column, as the FRS spine always writes it.

Option C of the #1428 other-income investigation.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1428-spi-other-income-analogue.changed.md |  1 +
 .../uk/release_input_coverage_manifest.json   | 44 +++++++++----------
 .../src/microcosm/build/uk/source_stages.json |  2 +-
 .../src/microcosm/build/uk/spec/sources.yaml  |  2 +-
 .../build/uk_runtime/spi_rank_transport.py    |  6 ++-
 .../tests/engine_free/uk/test_uk_spi_spine.py |  2 +
 6 files changed, 32 insertions(+), 25 deletions(-)
 create mode 100644 changelog.d/1428-spi-other-income-analogue.changed.md

diff --git a/changelog.d/1428-spi-other-income-analogue.changed.md b/changelog.d/1428-spi-other-income-analogue.changed.md
new file mode 100644
index 0000000000..da33d7b332
--- /dev/null
+++ b/changelog.d/1428-spi-other-income-analogue.changed.md
@@ -0,0 +1 @@
+The SPI stage-1 transport now locates each copy's other-income draw at its FRS twin's own other income (gilts, trust and purchased-annuity income), as it does for the other investment leaves, instead of an identity uniform that ignored the twin's holdings (#1428).
diff --git a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
index 387a9091f3..24c461e900 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
@@ -470,7 +470,7 @@
    "required_mass_change_reason": "Capital-gains incidence anchor moves the mass of non-liable clone households back to their paired originals until the sub-exempt and loss-making clone mass match the Advani-Summers reporter composition at the redrawn liable mass; every pair's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, the HMRC Table 3 redrawn gains on the spine and Advani-Summers capital-gains incidence"
@@ -493,7 +493,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, and Advani-Summers capital-gains incidence"
@@ -516,7 +516,7 @@
    "required_mass_change_reason": "Capital-gains residential split divides every household carrying liable gainers into arms weighted by the solved residential probabilities, one arm per subset of residential gainers; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative) on the amounts the Table 3 redraw placed"
@@ -538,7 +538,7 @@
    "required_mass_change_reason": "Capital-gains support split divides the wealthiest households of each HMRC Table 3 income band into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "HMRC Capital Gains Tax statistics, July 2026 release, Table 3 for 2024-25, via the vendored conditioning facts",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support and HMRC Capital Gains Tax statistics Table 3 (2024-25 individuals by size of gain and taxable income)"
@@ -567,7 +567,7 @@
    "required_mass_change_reason": "ETB public-services imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab, DfT rail fare index, and public NHS activity/cost table.",
     "survey": "Effects of Taxes and Benefits 1977-2024 and NHS age-gender public table"
@@ -587,7 +587,7 @@
    "required_mass_change_reason": "ETB VAT expenditure-rate imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab and cited VAT anchor resource.",
     "survey": "Effects of Taxes and Benefits 1977-2024"
@@ -609,7 +609,7 @@
    "required_mass_change_reason": "High-value home support divides every owner household in the top value stratum of its region into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "Microcosm structural operator (microcosm#1240 fix 1); no publisher input",
     "survey": "Family Resources Survey 2024-25 and SPI synthetic support, after the WAS wealth draw and the regional property uprating"
@@ -630,7 +630,7 @@
    "required_mass_change_reason": "CGT asset-type assignment on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative), Table 4.1 (individuals claiming Business Asset Disposal Relief or Investors' Relief by band of qualifying gain, 2024-25, administrative) and Table 7 (disposals, proceeds and gains by asset type, 2023-24, sample-based), vendored from the pinned Chronicle feed"
@@ -654,7 +654,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "conditioning_resource": "hmrc_cgt_conditioning_facts.json",
     "conditioning_resource_sha256": "f7425784231e1f6aa657d0f26fc02591d9523600eb12fce5d35becf5dabf7569",
@@ -744,7 +744,7 @@
     "full_frs_tei_band_unavailable"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "hmrc_surface": "2023-24",
     "mapped_build_period": "2024",
@@ -812,7 +812,7 @@
    "required_mass_change_reason": "LCFS consumption imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "UK Data Service SN 9603 Living Costs and Food Survey 2024-25 (2nd edition) household/person tabs and the vendored Chronicle facts for NEED 2024 mean kWh, DESNZ Energy Trends and QEP average prices paid for calendar 2024, road-fuel outturn (DESNZ, HMRC, ONS Consumer Trends) and road fuel by vehicle type (DESNZ), ONS Consumer Trends household spending by COICOP division, the DfT VEH1103 licensed-car stock, NTS bus use, and the DfT and devolved bus finance tables and fares indices.",
     "survey": "Living Costs and Food Survey 2024-25"
@@ -838,7 +838,7 @@
    "required_mass_change_reason": "NTS bus-travel imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "Department for Transport National Travel Survey, UK Data Service SN 5340 (End User Licence, 19th edition, November 2025), DOI 10.5255/UKDA-SN-5340-19; local licensed tab files (household, individual, trip); England residents only from 2013.",
     "survey": "National Travel Survey 2002-2024"
@@ -858,7 +858,7 @@
    "required_mass_change_reason": "Private-school attendance stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "policyengine-uk attends_private_school (the gov.simulation.private_school_vat attendance rates and factor), evaluated by the pinned engine",
     "survey": "policyengine-uk private-school attendance imputation, stored at the spine's weights"
@@ -881,7 +881,7 @@
     "property_finance_costs"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/property-rental-income-statistics",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Property Rental Income Statistics 2026 (tax year 2024-25)"
@@ -902,7 +902,7 @@
    "required_mass_change_reason": "Annual property purchases imputed on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/uk-stamp-tax-statistics",
     "survey": "HMRC Annual Stamp Tax Statistics 2024 to 2025 (corrected 11 March 2026), Tables 6b, 8a and 8b"
@@ -925,7 +925,7 @@
     "property_wealth"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "uk/high_value_home_value_knots.json, built by tools/build_uk_high_value_home_stock.py from PolicyEngine/chronicle#343's registrations",
     "survey": "HM Land Registry Price Paid latest sales uprated with the UK House Price Index, owner-weighted by region (the dense value node's knots, region level)"
@@ -949,7 +949,7 @@
     "non_residential_property_value"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "MHCLG dwellings and the UK House Price Index regional average price averaged over the twelve months of calendar 2024 from the July 2026 full file, the frame's valuation basis, so the engine's annual uprating from 2024 projects the value once (microcosm#1240 fix 5).",
     "survey": "Public regional property reference"
@@ -977,7 +977,7 @@
     "employment_income"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "HMRC, Salary sacrifice reform for pension contributions effective from 6 April 2029",
     "survey": "Family Resources Survey 2024-25 salary-sacrifice respondents and HMRC salary-sacrifice reform analysis"
@@ -1010,7 +1010,7 @@
     "household_source_id"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "Reserved SPI support households for the HMRC Table 2.5 total-income bands from GBP 200,000, stacked at the published band taxpayer count over the donors per band (PolicyEngine/chronicle#280 lane).",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Income Tax liabilities statistics July 2026 Table 2.5"
@@ -1032,7 +1032,7 @@
     "student_loan_plan"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "Explore Education Statistics Table 6a, Higher education total",
     "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
@@ -1054,7 +1054,7 @@
    "required_mass_change_reason": "WAS Lifetime ISA imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "Wealth and Assets Survey round 8"
@@ -1093,7 +1093,7 @@
    "required_mass_change_reason": "WAS wealth imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "97b6209310001fb63d04a8bc601a0235d85f0deaec098fc18b6746ed65e26a81",
+   "source_manifest_sha256": "e5e467f7ef5c3c15f091ad972fdf7e8a454a4a93656c61b9bd34f1a90ba6fff0",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed 2006-22 household tab.",
     "survey": "Wealth and Assets Survey round 8"
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 6153d9dfa7..9025a316ca 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -1954,7 +1954,7 @@
        "dividend_income": "dividend_income",
        "private_pension_income": "private_pension_income",
        "property_income": "property_income",
-       "other_investment_income": null,
+       "other_investment_income": "other_investment_income",
        "gift_aid": null,
        "charitable_investment_gifts": null,
        "hmrc_spi_pay": "hmrc_spi_pay",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index 3598d6afa0..a92ae03bbc 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -1690,7 +1690,7 @@ stages:
         dividend_income: dividend_income
         private_pension_income: private_pension_income
         property_income: property_income
-        other_investment_income: null
+        other_investment_income: other_investment_income
         gift_aid: null
         charitable_investment_gifts: null
         hmrc_spi_pay: hmrc_spi_pay
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py
index d11eb52133..9833c85457 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py
@@ -116,7 +116,11 @@
     "dividend_income": "dividend_income",
     "private_pension_income": "private_pension_income",
     "property_income": "property_income",
-    "other_investment_income": None,
+    # The twin's own other income locates the draw (microcosm#1428): gilts,
+    # trust income and purchased-annuity income, the FRS sources of SPI's other
+    # income, so a copy's OTHERINV draw ranks with its twin's holdings instead
+    # of an identity uniform that ignores them.
+    "other_investment_income": "other_investment_income",
     "gift_aid": None,
     "charitable_investment_gifts": None,
     SPI_HMRC_PAY_COLUMN: FRS_HMRC_PAY_COLUMN,
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py
index c137c57ef7..1abec55db3 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py
@@ -62,6 +62,8 @@ def _base_frame(*, time_period: str = "2023") -> object:
             "dividend_income": [20.0, 10.0],
             "private_pension_income": [0.0, 0.0],
             "property_income": [0.0, 0.0],
+            # The twin's other income locates the copy's draw (microcosm#1428).
+            "other_investment_income": [0.0, 0.0],
             "employee_pension_contributions": [3.0, 2.0],
             "employer_pension_contributions": [9.0, 6.0],
             "hmrc_spi_pay": [0.0, 0.0],

From 995969f0288154eadd743e2102970ca0ec9767c1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 15:46:29 +0000
Subject: [PATCH 13/44] Leave the savings rebase off tapes whose weights don't
 gross

The band factors divide published amounts by the tape's FACT-weighted
amounts, so they assume the tape grosses to the taxpayer population.

The H2 spine fixture's synthetic tape doesn't: its factors ran to
millions, lifted its band donors' income out of their bands, and the
fixture's regeneration refused ("no record whose uprated total income
lies in the band from 200000"). CI's acceptance and staging smoke tests
would meet the same refusal.

Now a column whose banded tape amount, over the bands it carries, is
under a tenth of the published amount is left as it is, and the receipt
says so. The production tape holds about 0.37 of the published interest
and 0.6 of the other income. A test covers the skip.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../microcosm/build/uk_runtime/spi_income.py  | 22 +++++++++++++++++--
 .../uk/test_uk_spi_savings_rebase.py          | 11 ++++++++++
 2 files changed, 31 insertions(+), 2 deletions(-)

diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index 5013a24ed5..4e2b849572 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -230,6 +230,12 @@
 SPI_SAVINGS_REBASE_RESOURCE = "hmrc_spi_table_3_7_savings_rows.json"
 #: The prepared tape's taxpayer flag, the records the rebase factors read.
 SPI_DONOR_TAXPAYER_COLUMN = "is_taxpayer"
+#: The band factors assume the tape's FACT weights gross to the taxpayer
+#: population. A column whose banded tape amount is under this share of the
+#: published amount does not (a synthetic tape, whose factors would run to
+#: millions), and is left as it is. The production tape holds about 0.37 of
+#: the published interest and 0.6 of the other income.
+SPI_SAVINGS_REBASE_MINIMUM_GROSSING = 0.1
 SPI_SAVINGS_REBASE_YEAR = 2023
 SPI_SAVINGS_REBASE_CONCEPTS = {
     "savings_interest_income": "hmrc.spi_savings_interest_income_amount",
@@ -1895,8 +1901,10 @@ def rebase_spi_donor_savings(
     income growth then carries both columns to the frame's year
     (``_spi_income_uprating_factors``). A band the tape carries none of has
     nothing to scale and is left as it is, named in the receipt: the
-    production tape carries every band, a synthetic one need not. The receipt
-    carries the factors only.
+    production tape carries every band, a synthetic one need not. A column
+    whose tape does not gross to the population (under
+    SPI_SAVINGS_REBASE_MINIMUM_GROSSING of the published amount) is left as it
+    is, and the receipt says so. The receipt carries the factors only.
     """
 
     bounds = sorted(next(iter(published.values())))
@@ -1930,6 +1938,16 @@ def rebase_spi_donor_savings(
         )
         target = np.asarray([float(by_bound[bound]) for bound in bounds])
         carried = tape > 0.0
+        # Over the bands the tape carries; an empty band is left as it is.
+        if (
+            tape[carried].sum()
+            < SPI_SAVINGS_REBASE_MINIMUM_GROSSING * target[carried].sum()
+        ):
+            receipt["columns"][column] = {
+                "concept": SPI_SAVINGS_REBASE_CONCEPTS[column],
+                "skipped": "the tape's weights do not gross to the published amounts",
+            }
+            continue
         factors = np.where(carried, target / np.where(carried, tape, 1.0), 1.0)
         all_bands = (
             float(target[carried].sum() / tape[carried].sum()) if carried.any() else 1.0
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
index 242b44ad6f..8e01545f14 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
@@ -208,3 +208,14 @@ def test_the_factors_read_the_tapes_taxpayers() -> None:
     # Without the flag every record counts, as before.
     _, plain = rebase_spi_donor_savings(_donor(), PUBLISHED)
     assert plain["factors_over"] == "all_records"
+
+
+def test_a_tape_that_does_not_gross_to_the_population_is_left_as_it_is() -> None:
+    # A synthetic tape's weights do not gross to the published amounts, and its
+    # factors would run to millions; the rebase leaves such a column as it is.
+    donor = _donor()
+    donor["FACT"] = donor["FACT"] / 1e6
+    rebased, receipt = rebase_spi_donor_savings(donor, PUBLISHED)
+    for column in PUBLISHED:
+        assert "skipped" in receipt["columns"][column]
+        pd.testing.assert_series_equal(rebased[column], donor[column])

From e5ac7a5d81ca85513b6968e5e5a44fb8402a059b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 15:46:29 +0000
Subject: [PATCH 14/44] Regenerate the H2 spine fixture for the other-income
 analogue

CI's engine-uk graph test and integration-uk smoke test refused the
SPI income stage: the fixture's stage-spec snapshot still named no
analogue for other_investment_income, against the reviewed map (C in
b82247443).

tools/graph_uk_spine_fixture.py regenerates it on the merged tree:
- fixture.json carries the new analogue entry;
- the fixture's derived CGT and property fact sources follow the
  synthetic frame they're built from;
- uk_spine.json's pin follows.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../sources/cgt_asset_type_facts.json         | 56 +++++++++----------
 .../parity/uk_spine/sources/fixture.json      |  2 +-
 .../sources/property_rental_facts.json        | 26 ++++-----
 .../fixtures/parity/uk_spine/uk_spine.json    |  2 +-
 4 files changed, 43 insertions(+), 43 deletions(-)

diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
index 40bf20145e..7b8692e736 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
@@ -2,70 +2,70 @@
   "resource": "synthetic-cgt-asset-type.json",
   "resource_sha256": "synthetic",
   "source_commit": "synthetic",
-  "table4_all_gains": 6472476.363235764,
+  "table4_all_gains": 6537217.9138617115,
   "table4_all_tax": 0.0,
-  "table4_all_taxpayers": 15.64584768489452,
+  "table4_all_taxpayers": 15.639298233942167,
   "table4_bands": [
     {
-      "gains": 6343.7876538201135,
+      "gains": 6001.797187846176,
       "lower_bound": 0,
       "tax": null,
-      "taxpayers": 1.4508598323557498,
+      "taxpayers": 1.3616054229369756,
       "upper_bound": 10000
     },
     {
-      "gains": 31485.760340906432,
+      "gains": 25136.571750228803,
       "lower_bound": 10000,
       "tax": null,
-      "taxpayers": 1.9244306390596129,
+      "taxpayers": 1.53256883202459,
       "upper_bound": 25000
     },
     {
-      "gains": 63324.14855305699,
+      "gains": 83435.91898678923,
       "lower_bound": 25000,
       "tax": null,
-      "taxpayers": 1.7239151594793525,
+      "taxpayers": 2.3018849031280015,
       "upper_bound": 50000
     },
     {
-      "gains": 140800.40954871886,
+      "gains": 130450.89739194364,
       "lower_bound": 50000,
       "tax": null,
-      "taxpayers": 2.0175072572478596,
+      "taxpayers": 1.8761026572186568,
       "upper_bound": 100000
     },
     {
-      "gains": 155344.30651445186,
+      "gains": 147092.18965477377,
       "lower_bound": 100000,
       "tax": null,
-      "taxpayers": 0.9869230277893157,
+      "taxpayers": 0.9364610563359856,
       "upper_bound": 250000
     },
     {
-      "gains": 630694.061491824,
+      "gains": 631035.2756424223,
       "lower_bound": 250000,
       "tax": null,
-      "taxpayers": 1.7500749317552278,
+      "taxpayers": 1.7510162468271642,
       "upper_bound": 500000
     },
     {
-      "gains": 790243.0554791468,
+      "gains": 833292.512966157,
       "lower_bound": 500000,
       "tax": null,
-      "taxpayers": 1.1378960035535624,
+      "taxpayers": 1.1988863651892423,
       "upper_bound": 1000000
     },
     {
-      "gains": 4654240.833653839,
+      "gains": 4680772.750281551,
       "lower_bound": 1000000,
       "tax": null,
-      "taxpayers": 4.654240833653839,
+      "taxpayers": 4.680772750281551,
       "upper_bound": null
     }
   ],
-  "table4_individuals_gains": 6472476.363235764,
+  "table4_individuals_gains": 6537217.9138617115,
   "table4_individuals_tax": 0.0,
-  "table4_individuals_taxpayers": 15.64584768489452,
+  "table4_individuals_taxpayers": 15.639298233942167,
   "table4_trusts_gains": 0.0,
   "table4_trusts_tax": 0.0,
   "table7_total_disposals": 2743095.2380952383,
@@ -114,12 +114,12 @@
       "proceeds": 9000000000.0
     }
   ],
-  "table8a_disposals_total": 29.50359849151538,
-  "table8a_gains_total": 36909134.810149446,
-  "table8a_tax_total": 7381826.962029889,
-  "table8a_taxpayers_total": 26.82145317410489,
-  "table8b_all_gains": 36909134.810149446,
-  "table8b_all_taxpayers": 26.82145317410489,
-  "table8b_individuals_gains": 36909134.810149446,
-  "table8b_individuals_taxpayers": 26.82145317410489
+  "table8a_disposals_total": 29.49124809829094,
+  "table8a_gains_total": 37198541.4845692,
+  "table8a_tax_total": 7439708.29691384,
+  "table8a_taxpayers_total": 26.810225543900852,
+  "table8b_all_gains": 37198541.4845692,
+  "table8b_all_taxpayers": 26.810225543900852,
+  "table8b_individuals_gains": 37198541.4845692,
+  "table8b_individuals_taxpayers": 26.810225543900852
 }
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
index 80ecf64e5f..b1f403b99c 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
@@ -3264,7 +3264,7 @@
               "hmrc_spi_state_pension_income": "srp_regular_code5",
               "hmrc_spi_taxable_termination_pay": null,
               "hmrc_spi_unemployment_benefit_income": "hmrc_spi_unemployment_benefit_income",
-              "other_investment_income": null,
+              "other_investment_income": "other_investment_income",
               "private_pension_income": "private_pension_income",
               "property_finance_costs": null,
               "property_income": "property_income",
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
index 34ab284d89..4a475594a0 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
@@ -9,18 +9,18 @@
     "services_including_wages": 68.27759643273899
   },
   "expenses": {
-    "all": 32716.81002019269,
-    "individual": 32389.64191999076,
-    "partnership": 327.1681002019286
+    "all": 32693.389896514316,
+    "individual": 32366.455997549172,
+    "partnership": 326.9338989651442
   },
   "expenses_by_type": {
-    "legal_management_and_professional_fees": 3916.602293064794,
-    "non_residential_finance_costs": 1252.1829446577347,
-    "other_allowable_expenses": 4312.028486114605,
-    "rent_rates_and_insurance": 3587.080465523285,
-    "repairs_and_maintenance": 6034.956898688782,
-    "residential_finance_costs": 12069.913797377563,
-    "services_including_wages": 1544.0451347659284
+    "legal_management_and_professional_fees": 3913.7986178273254,
+    "non_residential_finance_costs": 1251.286577334217,
+    "other_allowable_expenses": 4308.941747511815,
+    "rent_rates_and_insurance": 3584.512676423584,
+    "repairs_and_maintenance": 6030.636812565662,
+    "residential_finance_costs": 12061.273625131324,
+    "services_including_wages": 1542.939839720388
   },
   "landlords": {
     "all": 136.55519286547798,
@@ -28,9 +28,9 @@
     "partnership": 1.3655519286547815
   },
   "receipts": {
-    "all": 52346.8960323083,
-    "individual": 51823.42707198522,
-    "partnership": 523.46896032308
+    "all": 52309.42383442291,
+    "individual": 51786.32959607868,
+    "partnership": 523.0942383442307
   },
   "receipts_bands": [
     {
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index 7b0a6001c7..10a87b807e 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"7800edee6e23931f4ef0187b0885c33863ba76228b69b54aae3405054202fe09","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"fdf572b7d163a1c14a8351e821087437ccc4b228434d72e640e94dc9151bbc90","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"770d3dd64aa5259d41b77ccebe5c2e2391500a63bccaf0d11defe322fa710922","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"fdf572b7d163a1c14a8351e821087437ccc4b228434d72e640e94dc9151bbc90","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}

From 53ad299349dc3d07ed49c536cef8f9ac2b977689 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 16:49:10 +0000
Subject: [PATCH 15/44] Zero a missing self-analogue output before the SPI
 transport

CI's engine test test_spi_stage2_does_not_require_frs_other_investment_income
runs the SPI income stage on a frame whose FRS rows carry no
other_investment_income. The stage fills that output with the
stage-time zero, but only after the stage-1 draw. Since b82247443 the
transport reads the column as the twin's own analogue before the draw,
so the stage refused the frame.

Now a stage-1 output that is its own analogue and that the frame doesn't
carry gets the same zero before the transport. Every twin locates as a
non-carrier, and the final values are unchanged. Production FRS frames
always write the column.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../src/microcosm/build/uk_runtime/spi_income.py           | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index 4e2b849572..bd263d5aa6 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -1004,6 +1004,13 @@ def impute_uk_spi_income_support(
             columns=initialize_frs_channel_columns,
         )
     person = _seed_frs_hmrc_auxiliary_leaves(person, spi_people=spi_people)
+    # The stage-1 transport reads each twin's analogue. A stage-1 output that is
+    # its own analogue and that the frame does not carry (other income, on a
+    # frame whose FRS rows hold none) is the stage-time zero the fill below
+    # writes, on every row, so the twins locate as non-carriers (microcosm#1428).
+    for column in SPI_INCOME_QRF_OUTPUT_COLUMNS:
+        if SPI_STAGE1_ANALOGUE_COLUMNS.get(column) == column and column not in person:
+            person[column] = 0.0
 
     base_household = household[household_channel] == BASE_FRS_SUPPORT_CHANNEL
     if "clone_index" in household:

From 45c2888faba5a4790ff6388520bd8daf4f5cc86c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 17:46:02 +0000
Subject: [PATCH 16/44] Regenerate the H2 spine fixture on policyengine-uk
 2.164.2

e5ac7a5d8 built the fixture in a local environment still on
policyengine-uk 2.162.14. The lock has pinned 2.164.2 since the merge of
main (9ee6fbde0), so CI's engine-uk graph test found the stamped engine
version differ from the graph it builds. Rebuilt with the environment
synced to the lock: the graph's version stamp moves, and so do the
fixture's synthetic property rental facts, which the engine uprates.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../sources/property_rental_facts.json        | 26 +++++++++----------
 .../fixtures/parity/uk_spine/uk_spine.json    |  2 +-
 2 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
index 4a475594a0..34ab284d89 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
@@ -9,18 +9,18 @@
     "services_including_wages": 68.27759643273899
   },
   "expenses": {
-    "all": 32693.389896514316,
-    "individual": 32366.455997549172,
-    "partnership": 326.9338989651442
+    "all": 32716.81002019269,
+    "individual": 32389.64191999076,
+    "partnership": 327.1681002019286
   },
   "expenses_by_type": {
-    "legal_management_and_professional_fees": 3913.7986178273254,
-    "non_residential_finance_costs": 1251.286577334217,
-    "other_allowable_expenses": 4308.941747511815,
-    "rent_rates_and_insurance": 3584.512676423584,
-    "repairs_and_maintenance": 6030.636812565662,
-    "residential_finance_costs": 12061.273625131324,
-    "services_including_wages": 1542.939839720388
+    "legal_management_and_professional_fees": 3916.602293064794,
+    "non_residential_finance_costs": 1252.1829446577347,
+    "other_allowable_expenses": 4312.028486114605,
+    "rent_rates_and_insurance": 3587.080465523285,
+    "repairs_and_maintenance": 6034.956898688782,
+    "residential_finance_costs": 12069.913797377563,
+    "services_including_wages": 1544.0451347659284
   },
   "landlords": {
     "all": 136.55519286547798,
@@ -28,9 +28,9 @@
     "partnership": 1.3655519286547815
   },
   "receipts": {
-    "all": 52309.42383442291,
-    "individual": 51786.32959607868,
-    "partnership": 523.0942383442307
+    "all": 52346.8960323083,
+    "individual": 51823.42707198522,
+    "partnership": 523.46896032308
   },
   "receipts_bands": [
     {
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index 10a87b807e..35b949a3bb 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"770d3dd64aa5259d41b77ccebe5c2e2391500a63bccaf0d11defe322fa710922","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"fdf572b7d163a1c14a8351e821087437ccc4b228434d72e640e94dc9151bbc90","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.162.14"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"770d3dd64aa5259d41b77ccebe5c2e2391500a63bccaf0d11defe322fa710922","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"fdf572b7d163a1c14a8351e821087437ccc4b228434d72e640e94dc9151bbc90","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}

From d563f4fbc99380d51149e3624e312a1c56da13cf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Fri, 30 Oct 2026 17:46:02 +0000
Subject: [PATCH 17/44] Bind SPI Table 3.10's employment-income counts by
 self-employment band
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

María's choice of 2026-10-30 (microcosm#1418, the trading allowance
measures). With Table 3.10's self-employment counts alone, the solve can
meet each GBP 1 to GBP 10,000 band with traders who have no pay. In the
table, more than half of the traders below GBP 3,000 also have employment
income, and an employee's side profit is taxed at their marginal rate.

- hmrc.spi.employment_income.count_by_self_employment_income_band counts
  each person with pay over the year (employment_income_annual, which
  Table 3.6's employment rows read) in their own self-employment band,
  taxpayer or not, over the same eight bands as the self-employment
  counts. Table 3.10's column also holds miscellaneous income, benefits
  in kind and the contributory benefits, which the binding leaves out,
  as Table 3.6's does. The counts grow to 2025 with HMRC's projected
  growth of all taxpayers, as the self-employment counts do.
- The zero band and the bands from GBP 10,000 are signed out row by row.
  The target is declared signature-incomplete beside the other Table 3.10
  rows and is unmapped in the registry parity (no uk-data metric).
- The national references and membership and the national compile-parity
  receipt are regenerated on the pinned feed (53815b2): eight new rows.
  The membership's 13 SPI dividend rows and 8 Table 3.10 self-employment
  amount rows also take the October EFO engine pins that main's
  policyengine-uk 2.164.2 lock brought (b89d3aab8). The merge left those
  rows on the 2.162.14 pins. The parity receipt doesn't move for them.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 ...mployment-by-self-employment-band.added.md |   1 +
 .../build/uk/cross_grain_declarations.json    |   3 +-
 ...ity_incumbent_2025_signed_differences.json |  62 ++-
 .../build/uk/target_reference_membership.json | 408 +++++++++++++++---
 .../target_reference_signed_exclusions.json   |  84 ++++
 .../microcosm/build/uk/target_references.json | 202 +++++++++
 .../build/uk/uk_population_targets.json       |  52 ++-
 .../uk/test_uk_population_targets.py          |  23 +-
 .../uk/test_uk_target_references.py           |  10 +-
 9 files changed, 756 insertions(+), 89 deletions(-)
 create mode 100644 changelog.d/1428-spi-employment-by-self-employment-band.added.md

diff --git a/changelog.d/1428-spi-employment-by-self-employment-band.added.md b/changelog.d/1428-spi-employment-by-self-employment-band.added.md
new file mode 100644
index 0000000000..0c0e2b84c8
--- /dev/null
+++ b/changelog.d/1428-spi-employment-by-self-employment-band.added.md
@@ -0,0 +1 @@
+The national calibration binds SPI 2023-24 Table 3.10's individuals with employment income by self-employment band, `hmrc.spi.employment_income.count_by_self_employment_income_band`, over the eight bands from £1 to £10,000 that the self-employment counts and amounts already bind (#1418; María's choice of 2026-10-30). With the self-employment counts alone, the solve could meet each band with traders who have no pay, while in Table 3.10 more than half of the traders below £3,000 also have employment income; an employee's side profit is taxed at their marginal rate, so the mix of small traders decides what the Budget's trading allowance measures cost. Each person with pay over the year (`employment_income_annual`, the variable Table 3.6's employment rows read) counts in their own self-employment band, taxpayer or not. Table 3.10's column is wider, income assessed under ITEPA 2003 plus other miscellaneous income, so like Table 3.6's employment rows the binding leaves out miscellaneous income, benefits in kind and the contributory benefits. Counts grow to 2025 with HMRC's projected growth of all taxpayers (Income Tax liabilities statistics Table 2.5), as the self-employment counts do, and the zero band and the bands from £10,000 are signed out row by row.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/cross_grain_declarations.json b/packages/microcosm-build/src/microcosm/build/uk/cross_grain_declarations.json
index d751cd670f..15093a6275 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/cross_grain_declarations.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/cross_grain_declarations.json
@@ -1074,10 +1074,11 @@
     },
     {
       "targets": [
+        "hmrc.spi.employment_income.count_by_self_employment_income_band",
         "hmrc.spi.self_employment_income.amount_by_self_employment_income_band",
         "hmrc.spi.self_employment_income.count_by_self_employment_income_band"
       ],
-      "reason": "Banded by groupby on the person's own self-employment income after loss relief, SPI Table 3.10's range; the band is the fan-out dimension, not a measurement filter, and Table 3.10 counts taxpayers and non-taxpayers alike. Bound from GBP 1 to GBP 10,000 only, the bands above stay with Table 3.6's self-employment rows by total income, so the two tables do not pull against each other (microcosm#1418)."
+      "reason": "Banded by groupby on the person's own self-employment income after loss relief, SPI Table 3.10's range; the band is the fan-out dimension, not a measurement filter, and Table 3.10 counts taxpayers and non-taxpayers alike; its employment-income count adds the year's pay as a filter over the same bands. Bound from GBP 1 to GBP 10,000 only, the bands above stay with Table 3.6's self-employment rows by total income, so the two tables do not pull against each other (microcosm#1418)."
     }
   ]
 }
diff --git a/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json b/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
index dc1c625441..4e0514dcb2 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
@@ -1,11 +1,11 @@
 {
- "compiled_count": 1403,
+ "compiled_count": 1411,
  "counts_by_kind": {
   "calibration_drift": 557,
   "fixture_only": 48,
-  "ledger_only": 814
+  "ledger_only": 822
  },
- "difference_count": 1419,
+ "difference_count": 1427,
  "differences": [
   {
    "fixture_value": 1608000.0,
@@ -2527,6 +2527,62 @@
    "period": 2025,
    "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
   },
+  {
+   "kind": "ledger_only",
+   "ledger_value": 136689.37329700272,
+   "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_1000_2000",
+   "period": 2025,
+   "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
+  },
+  {
+   "kind": "ledger_only",
+   "ledger_value": 72111.7166212534,
+   "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_1_500",
+   "period": 2025,
+   "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
+  },
+  {
+   "kind": "ledger_only",
+   "ledger_value": 110858.310626703,
+   "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_2000_3000",
+   "period": 2025,
+   "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
+  },
+  {
+   "kind": "ledger_only",
+   "ledger_value": 96866.48501362398,
+   "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_3000_4000",
+   "period": 2025,
+   "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
+  },
+  {
+   "kind": "ledger_only",
+   "ledger_value": 82874.65940054496,
+   "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_4000_5000",
+   "period": 2025,
+   "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
+  },
+  {
+   "kind": "ledger_only",
+   "ledger_value": 159291.553133515,
+   "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_5000_7500",
+   "period": 2025,
+   "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
+  },
+  {
+   "kind": "ledger_only",
+   "ledger_value": 68882.83378746595,
+   "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_500_1000",
+   "period": 2025,
+   "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
+  },
+  {
+   "kind": "ledger_only",
+   "ledger_value": 121621.25340599455,
+   "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_7500_10000",
+   "period": 2025,
+   "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
+  },
   {
    "kind": "ledger_only",
    "ledger_value": 617065102.3673128,
diff --git a/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json b/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
index 9d89132b07..469216ffd7 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
@@ -1,13 +1,13 @@
 {
   "source_fact_feed": "chronicle-uk-53815b2-consumer-facts",
   "target_period": 2025,
-  "candidate_count": 1437,
-  "contract_target_count": 394,
-  "active_reference_count": 1403,
+  "candidate_count": 1452,
+  "contract_target_count": 395,
+  "active_reference_count": 1411,
   "status_counts": {
-    "active": 1403,
+    "active": 1411,
     "no_fact_at_or_before_period": 4,
-    "signed_excluded": 30
+    "signed_excluded": 37
   },
   "geography_pins": {
     "obr.income_tax": {
@@ -162,6 +162,10 @@
       "geography_level": "country",
       "geography_id": "K02000001"
     },
+    "hmrc.spi.employment_income.count_by_self_employment_income_band": {
+      "geography_level": "country",
+      "geography_id": "K02000001"
+    },
     "hmrc.spi.dividend_income.amount_by_total_income_band": {
       "geography_level": "country",
       "geography_id": "K02000001"
@@ -5347,7 +5351,7 @@
       "from": "2023",
       "to": "2025",
       "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-      "factor": "1.11762503909818",
+      "factor": "1.11152010143825",
       "value_before_uprating": "26000000.0"
     },
     {
@@ -5355,7 +5359,7 @@
       "from": "2023",
       "to": "2025",
       "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-      "factor": "1.11762503909818",
+      "factor": "1.11152010143825",
       "value_before_uprating": "339000000.0"
     },
     {
@@ -5363,7 +5367,7 @@
       "from": "2023",
       "to": "2025",
       "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-      "factor": "1.11762503909818",
+      "factor": "1.11152010143825",
       "value_before_uprating": "500000000.0"
     },
     {
@@ -5371,7 +5375,7 @@
       "from": "2023",
       "to": "2025",
       "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-      "factor": "1.11762503909818",
+      "factor": "1.11152010143825",
       "value_before_uprating": "647000000.0"
     },
     {
@@ -5379,7 +5383,7 @@
       "from": "2023",
       "to": "2025",
       "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-      "factor": "1.11762503909818",
+      "factor": "1.11152010143825",
       "value_before_uprating": "780000000.0"
     },
     {
@@ -5387,7 +5391,7 @@
       "from": "2023",
       "to": "2025",
       "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-      "factor": "1.11762503909818",
+      "factor": "1.11152010143825",
       "value_before_uprating": "82000000.0"
     },
     {
@@ -5395,7 +5399,7 @@
       "from": "2023",
       "to": "2025",
       "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-      "factor": "1.11762503909818",
+      "factor": "1.11152010143825",
       "value_before_uprating": "2540000000.0"
     },
     {
@@ -5403,15 +5407,79 @@
       "from": "2023",
       "to": "2025",
       "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-      "factor": "1.11762503909818",
+      "factor": "1.11152010143825",
       "value_before_uprating": "3470000000.0"
     },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_1_500",
+      "from": "2023",
+      "to": "2025",
+      "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "factor": "1.07629427792916",
+      "value_before_uprating": "67000.0"
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_1000_2000",
+      "from": "2023",
+      "to": "2025",
+      "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "factor": "1.07629427792916",
+      "value_before_uprating": "127000.0"
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_2000_3000",
+      "from": "2023",
+      "to": "2025",
+      "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "factor": "1.07629427792916",
+      "value_before_uprating": "103000.0"
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_3000_4000",
+      "from": "2023",
+      "to": "2025",
+      "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "factor": "1.07629427792916",
+      "value_before_uprating": "90000.0"
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_4000_5000",
+      "from": "2023",
+      "to": "2025",
+      "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "factor": "1.07629427792916",
+      "value_before_uprating": "77000.0"
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_500_1000",
+      "from": "2023",
+      "to": "2025",
+      "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "factor": "1.07629427792916",
+      "value_before_uprating": "64000.0"
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_5000_7500",
+      "from": "2023",
+      "to": "2025",
+      "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "factor": "1.07629427792916",
+      "value_before_uprating": "148000.0"
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_7500_10000",
+      "from": "2023",
+      "to": "2025",
+      "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "factor": "1.07629427792916",
+      "value_before_uprating": "113000.0"
+    },
     {
       "name": "hmrc/dividend_income_income_band_100_000_to_150_000",
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "6870000000.0"
     },
     {
@@ -5419,7 +5487,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "11100000000.0"
     },
     {
@@ -5427,7 +5495,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "175000000.0"
     },
     {
@@ -5435,7 +5503,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "855000000.0"
     },
     {
@@ -5443,7 +5511,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "3450000000.0"
     },
     {
@@ -5451,7 +5519,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "3330000000.0"
     },
     {
@@ -5459,7 +5527,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "3700000000.0"
     },
     {
@@ -5467,7 +5535,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "4700000000.0"
     },
     {
@@ -5475,7 +5543,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "3430000000.0"
     },
     {
@@ -5483,7 +5551,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "8400000000.0"
     },
     {
@@ -5491,7 +5559,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "12500000000.0"
     },
     {
@@ -5499,7 +5567,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "3820000000.0"
     },
     {
@@ -5507,7 +5575,7 @@
       "from": "2023",
       "to": "2025",
       "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-      "factor": "1.08814741895929",
+      "factor": "1.0881514130153",
       "value_before_uprating": "9440000000.0"
     },
     {
@@ -12839,12 +12907,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 29058251.016552746,
+          "resolved_value": 28899522.63739463,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_5aff5e57f05ddba9ad025b36",
           "uprating": {
             "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-            "factor": "1.11762503909818",
+            "factor": "1.11152010143825",
             "value_before_uprating": "26000000.0"
           }
         },
@@ -12854,12 +12922,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 378874888.2542839,
+          "resolved_value": 376805314.3875684,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_fc3c7927013f5264698979d8",
           "uprating": {
             "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-            "factor": "1.11762503909818",
+            "factor": "1.11152010143825",
             "value_before_uprating": "339000000.0"
           }
         },
@@ -12902,12 +12970,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 558812519.5490913,
+          "resolved_value": 555760050.7191275,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_6b85f6be706ccfed238bf1f9",
           "uprating": {
             "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-            "factor": "1.11762503909818",
+            "factor": "1.11152010143825",
             "value_before_uprating": "500000000.0"
           }
         },
@@ -12928,12 +12996,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 723103400.2965242,
+          "resolved_value": 719153505.630551,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_5852a008bcd3cea2bc99b092",
           "uprating": {
             "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-            "factor": "1.11762503909818",
+            "factor": "1.11152010143825",
             "value_before_uprating": "647000000.0"
           }
         },
@@ -12954,12 +13022,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 871747530.4965824,
+          "resolved_value": 866985679.1218389,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_2d34b4d9693e393903c5f638",
           "uprating": {
             "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-            "factor": "1.11762503909818",
+            "factor": "1.11152010143825",
             "value_before_uprating": "780000000.0"
           }
         },
@@ -12969,12 +13037,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 91645253.20605098,
+          "resolved_value": 91144648.31793691,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_e493ddc5770b5a2e89c83fcf",
           "uprating": {
             "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-            "factor": "1.11762503909818",
+            "factor": "1.11152010143825",
             "value_before_uprating": "82000000.0"
           }
         },
@@ -12984,12 +13052,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 2838767599.309384,
+          "resolved_value": 2823261057.6531677,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_ae77cfe6ff63112b006c6a30",
           "uprating": {
             "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-            "factor": "1.11762503909818",
+            "factor": "1.11152010143825",
             "value_before_uprating": "2540000000.0"
           }
         },
@@ -13010,17 +13078,219 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 3878158885.6706934,
+          "resolved_value": 3856974751.9907446,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_91323471e9baa2fc4904040a",
           "uprating": {
             "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
-            "factor": "1.11762503909818",
+            "factor": "1.11152010143825",
             "value_before_uprating": "3470000000.0"
           }
         }
       ]
     },
+    "hmrc.spi.employment_income.count_by_self_employment_income_band": {
+      "status": "active",
+      "candidates": [
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_0_1",
+          "status": "signed_excluded",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "signed_row": {
+            "dimension": "self_employment_income_lower_bound",
+            "value": 0
+          },
+          "signed_rationale": "SPI 2023-24 Table 3.10's zero band counts people with a self-employment source and no profit after loss relief. The binding bands people on their self-employment income alone, so a band from 0 to 1 would count every employee without self-employment income. It also lies outside the GBP 1 to GBP 10,000 range Mar\u00eda's ruling of 2026-10-29 binds, which her choice of 2026-10-30 extends to Table 3.10's employment-income counts. Signed out of the band fan-out; the eight bands from GBP 1 stay bound."
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_1_500",
+          "status": "active",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "resolved_period": 2025,
+          "resolved_value": 72111.7166212534,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_a8a50ebacc90efdf051f460b",
+          "uprating": {
+            "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+            "factor": "1.07629427792916",
+            "value_before_uprating": "67000.0"
+          }
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_1000_2000",
+          "status": "active",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "resolved_period": 2025,
+          "resolved_value": 136689.37329700272,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_e07428dae7ed2be1a4b3d793",
+          "uprating": {
+            "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+            "factor": "1.07629427792916",
+            "value_before_uprating": "127000.0"
+          }
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_10000_15000",
+          "status": "signed_excluded",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "signed_row": {
+            "dimension": "self_employment_income_lower_bound",
+            "value": 10000
+          },
+          "signed_rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: Mar\u00eda's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound."
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_100000_plus",
+          "status": "signed_excluded",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "signed_row": {
+            "dimension": "self_employment_income_lower_bound",
+            "value": 100000
+          },
+          "signed_rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: Mar\u00eda's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound."
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_15000_20000",
+          "status": "signed_excluded",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "signed_row": {
+            "dimension": "self_employment_income_lower_bound",
+            "value": 15000
+          },
+          "signed_rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: Mar\u00eda's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound."
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_2000_3000",
+          "status": "active",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "resolved_period": 2025,
+          "resolved_value": 110858.310626703,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_8f608695430804bf74928876",
+          "uprating": {
+            "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+            "factor": "1.07629427792916",
+            "value_before_uprating": "103000.0"
+          }
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_20000_30000",
+          "status": "signed_excluded",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "signed_row": {
+            "dimension": "self_employment_income_lower_bound",
+            "value": 20000
+          },
+          "signed_rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: Mar\u00eda's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound."
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_3000_4000",
+          "status": "active",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "resolved_period": 2025,
+          "resolved_value": 96866.48501362398,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_0814147e65171246cce164c0",
+          "uprating": {
+            "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+            "factor": "1.07629427792916",
+            "value_before_uprating": "90000.0"
+          }
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_30000_50000",
+          "status": "signed_excluded",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "signed_row": {
+            "dimension": "self_employment_income_lower_bound",
+            "value": 30000
+          },
+          "signed_rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: Mar\u00eda's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound."
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_4000_5000",
+          "status": "active",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "resolved_period": 2025,
+          "resolved_value": 82874.65940054496,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_5e447c3f14dc230f46520c1e",
+          "uprating": {
+            "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+            "factor": "1.07629427792916",
+            "value_before_uprating": "77000.0"
+          }
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_500_1000",
+          "status": "active",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "resolved_period": 2025,
+          "resolved_value": 68882.83378746595,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_1f44d42f7a3ba77a7f872437",
+          "uprating": {
+            "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+            "factor": "1.07629427792916",
+            "value_before_uprating": "64000.0"
+          }
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_5000_7500",
+          "status": "active",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "resolved_period": 2025,
+          "resolved_value": 159291.553133515,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_535bdfcf3c4c862eee078139",
+          "uprating": {
+            "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+            "factor": "1.07629427792916",
+            "value_before_uprating": "148000.0"
+          }
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_50000_100000",
+          "status": "signed_excluded",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "signed_row": {
+            "dimension": "self_employment_income_lower_bound",
+            "value": 50000
+          },
+          "signed_rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: Mar\u00eda's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound."
+        },
+        {
+          "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_7500_10000",
+          "status": "active",
+          "matched_fact_count_overall": 1,
+          "matched_fact_count_at_or_before_period": 1,
+          "resolved_period": 2025,
+          "resolved_value": 121621.25340599455,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_52b23e53122bfddd68b77ca8",
+          "uprating": {
+            "index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+            "factor": "1.07629427792916",
+            "value_before_uprating": "113000.0"
+          }
+        }
+      ]
+    },
     "hmrc.spi.dividend_income.amount_by_total_income_band": {
       "status": "active",
       "candidates": [
@@ -13030,12 +13300,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 7475572768.250349,
+          "resolved_value": 7475600207.41509,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_6fd01f132dc6b218c02326b1",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "6870000000.0"
           }
         },
@@ -13045,12 +13315,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 12078436350.448162,
+          "resolved_value": 12078480684.469795,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_3c0cd54a0f0609d8ebc58a25",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "11100000000.0"
           }
         },
@@ -13060,12 +13330,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 190425798.31787643,
+          "resolved_value": 190426497.27767697,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_b63a84056f85bed14b8ab8fd",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "175000000.0"
           }
         },
@@ -13075,12 +13345,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 930366043.2101963,
+          "resolved_value": 930369458.1280789,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_3c4f22fc63944665033b18b3",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "855000000.0"
           }
         },
@@ -13090,12 +13360,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 3754108595.409564,
+          "resolved_value": 3754122374.9027743,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_ced1a5840ced099b471d4e84",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "3450000000.0"
           }
         },
@@ -13105,12 +13375,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 3623530905.1344485,
+          "resolved_value": 3623544205.340939,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_8a115e840b38a6603d618bc0",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "3330000000.0"
           }
         },
@@ -13120,12 +13390,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 4026145450.1493874,
+          "resolved_value": 4026160228.1565986,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_0394e55216df7f3dcab84fb5",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "3700000000.0"
           }
         },
@@ -13135,12 +13405,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 5114292869.108682,
+          "resolved_value": 5114311641.171896,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_ea93d59adaf66ef73e9dddbf",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "4700000000.0"
           }
         },
@@ -13150,12 +13420,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 3732345647.030378,
+          "resolved_value": 3732359346.6424685,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_8d09d2287cbdb2e4f4004521",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "3430000000.0"
           }
         },
@@ -13165,12 +13435,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 9140438319.258068,
+          "resolved_value": 9140471869.328495,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_0a4329a3eb027a530c6f02ec",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "8400000000.0"
           }
         },
@@ -13180,12 +13450,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 13601842736.991173,
+          "resolved_value": 13601892662.691212,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_c11497ffe45250b909593f1d",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "12500000000.0"
           }
         },
@@ -13195,12 +13465,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 4156723140.424503,
+          "resolved_value": 4156738397.7184343,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_dafc8ca1cd03e5d461b11d4e",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "3820000000.0"
           }
         },
@@ -13210,12 +13480,12 @@
           "matched_fact_count_overall": 1,
           "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 10272111634.975735,
+          "resolved_value": 10272149338.864403,
           "resolved_fact_period": "2023",
           "resolved_fact_key": "ledger_aggregate_fact_v2_940e6ce9db10080ed5613faa",
           "uprating": {
             "index": "policyengine_uk_parameter:gov.economic_assumptions.indices.obr.per_capita.gdp",
-            "factor": "1.08814741895929",
+            "factor": "1.0881514130153",
             "value_before_uprating": "9440000000.0"
           }
         }
@@ -32070,7 +32340,7 @@
     {
       "family": "hmrc_spi",
       "status": "active_strict_band_pins",
-      "active_reference_count": 211,
+      "active_reference_count": 219,
       "signed_rationale": "SPI income-band targets fan out by strict total-income-band dimension pins, and SPI Table 3.10's by self-employment band, its bands outside GBP 1 to GBP 10,000 signed out row by row (microcosm#1418). The 13 property-income amount rows bind the SPI Table 3.7 net concept unscaled: landlords' profit after allowable expenses and before residential finance costs, which is what policyengine-uk's property_income means. The incumbent's x1.9 scaling (uk-data#311, uk-data#230) set the Property Rental Income Statistics' receipts before expenses against this net amount, so it is retired; the receipts are constructed on property_rental_income by the property_components stage and PRIS stays a diagnostic (microcosm#1106, Mar\u00eda's rulings of 2026-10-05 and 2026-10-08)."
     },
     {
diff --git a/packages/microcosm-build/src/microcosm/build/uk/target_reference_signed_exclusions.json b/packages/microcosm-build/src/microcosm/build/uk/target_reference_signed_exclusions.json
index 55890b8d7e..624ddc8c4a 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/target_reference_signed_exclusions.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/target_reference_signed_exclusions.json
@@ -271,6 +271,90 @@
         "value": 100000
       }
     },
+    {
+      "target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+      "reason_id": "zero_band_counts_everyone_without_the_income",
+      "rationale": "SPI 2023-24 Table 3.10's zero band counts people with a self-employment source and no profit after loss relief. The binding bands people on their self-employment income alone, so a band from 0 to 1 would count every employee without self-employment income. It also lies outside the GBP 1 to GBP 10,000 range María's ruling of 2026-10-29 binds, which her choice of 2026-10-30 extends to Table 3.10's employment-income counts. Signed out of the band fan-out; the eight bands from GBP 1 stay bound.",
+      "tracking": "microcosm#1418",
+      "approved_by": "juaristi22",
+      "approved_on": "2026-10-30",
+      "row": {
+        "dimension": "self_employment_income_lower_bound",
+        "value": 0
+      }
+    },
+    {
+      "target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+      "reason_id": "bound_by_table_3_6_from_10000",
+      "rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: María's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound.",
+      "tracking": "microcosm#1418",
+      "approved_by": "juaristi22",
+      "approved_on": "2026-10-30",
+      "row": {
+        "dimension": "self_employment_income_lower_bound",
+        "value": 10000
+      }
+    },
+    {
+      "target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+      "reason_id": "bound_by_table_3_6_from_10000",
+      "rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: María's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound.",
+      "tracking": "microcosm#1418",
+      "approved_by": "juaristi22",
+      "approved_on": "2026-10-30",
+      "row": {
+        "dimension": "self_employment_income_lower_bound",
+        "value": 15000
+      }
+    },
+    {
+      "target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+      "reason_id": "bound_by_table_3_6_from_10000",
+      "rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: María's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound.",
+      "tracking": "microcosm#1418",
+      "approved_by": "juaristi22",
+      "approved_on": "2026-10-30",
+      "row": {
+        "dimension": "self_employment_income_lower_bound",
+        "value": 20000
+      }
+    },
+    {
+      "target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+      "reason_id": "bound_by_table_3_6_from_10000",
+      "rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: María's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound.",
+      "tracking": "microcosm#1418",
+      "approved_by": "juaristi22",
+      "approved_on": "2026-10-30",
+      "row": {
+        "dimension": "self_employment_income_lower_bound",
+        "value": 30000
+      }
+    },
+    {
+      "target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+      "reason_id": "bound_by_table_3_6_from_10000",
+      "rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: María's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound.",
+      "tracking": "microcosm#1418",
+      "approved_by": "juaristi22",
+      "approved_on": "2026-10-30",
+      "row": {
+        "dimension": "self_employment_income_lower_bound",
+        "value": 50000
+      }
+    },
+    {
+      "target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+      "reason_id": "bound_by_table_3_6_from_10000",
+      "rationale": "SPI 2023-24 Table 3.10's self-employment bands from GBP 10,000 stay with Table 3.6's rows by total income, so the two tables do not pull against each other: María's ruling of 2026-10-29 binds Table 3.10 from GBP 1 to GBP 10,000, the small-profit end of the Budget's trading allowance measures (Table 6.1 line 15), and her choice of 2026-10-30 adds its employment-income counts over the same bands. Signed out of the band fan-out; the eight bands from GBP 1 stay bound.",
+      "tracking": "microcosm#1418",
+      "approved_by": "juaristi22",
+      "approved_on": "2026-10-30",
+      "row": {
+        "dimension": "self_employment_income_lower_bound",
+        "value": 100000
+      }
+    },
     {
       "target_id": "hmrc.spi.self_employment_income.amount_by_self_employment_income_band",
       "reason_id": "bound_by_table_3_6_from_10000",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/target_references.json b/packages/microcosm-build/src/microcosm/build/uk/target_references.json
index 61d31b9adc..5db205f2fa 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/target_references.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/target_references.json
@@ -426,6 +426,7 @@
       "hmrc.spi.dividend_income.amount_by_total_income_band": "hmrc.survey_of_personal_incomes",
       "hmrc.spi.dividend_income.count_by_total_income_band": "hmrc.survey_of_personal_incomes",
       "hmrc.spi.employment_income.amount_by_total_income_band": "hmrc.survey_of_personal_incomes",
+      "hmrc.spi.employment_income.count_by_self_employment_income_band": "hmrc.survey_of_personal_incomes",
       "hmrc.spi.employment_income.count_by_total_income_band": "hmrc.survey_of_personal_incomes",
       "hmrc.spi.other_investment_income.amount_by_total_income_band": "hmrc.survey_of_personal_incomes",
       "hmrc.spi.private_pension_income.amount_by_total_income_band": "hmrc.survey_of_personal_incomes",
@@ -811,6 +812,7 @@
       "hmrc.spi.dividend_income.amount_by_total_income_band": "Amount by total income band",
       "hmrc.spi.dividend_income.count_by_total_income_band": "Count by total income band",
       "hmrc.spi.employment_income.amount_by_total_income_band": "Amount by total income band",
+      "hmrc.spi.employment_income.count_by_self_employment_income_band": "Count with employment income by self-employment income band",
       "hmrc.spi.employment_income.count_by_total_income_band": "Count by total income band",
       "hmrc.spi.other_investment_income.amount_by_total_income_band": "Amount by total income band",
       "hmrc.spi.private_pension_income.amount_by_total_income_band": "Amount by total income band",
@@ -3311,6 +3313,206 @@
       "uprating_from_period": "2023",
       "uprating_to_period": 2025
     },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_1_500",
+      "ledger_selector": {
+        "source_name": "hmrc",
+        "source_concept": "hmrc.spi_table_3_10_employment_income_count",
+        "groupby_dimension": "hmrc.self_employment_income_band",
+        "entity_name": "person",
+        "geography_level": "country",
+        "geography_id": "K02000001",
+        "dimension_values": {
+          "self_employment_income_lower_bound": 1
+        }
+      },
+      "entity": "person",
+      "measure": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_1_500",
+      "family": "hmrc_spi",
+      "period": 2025,
+      "metadata": {
+        "contract_target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+        "measure_kind": "prepared_column"
+      },
+      "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_1000_2000",
+      "ledger_selector": {
+        "source_name": "hmrc",
+        "source_concept": "hmrc.spi_table_3_10_employment_income_count",
+        "groupby_dimension": "hmrc.self_employment_income_band",
+        "entity_name": "person",
+        "geography_level": "country",
+        "geography_id": "K02000001",
+        "dimension_values": {
+          "self_employment_income_lower_bound": 1000
+        }
+      },
+      "entity": "person",
+      "measure": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_1000_2000",
+      "family": "hmrc_spi",
+      "period": 2025,
+      "metadata": {
+        "contract_target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+        "measure_kind": "prepared_column"
+      },
+      "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_2000_3000",
+      "ledger_selector": {
+        "source_name": "hmrc",
+        "source_concept": "hmrc.spi_table_3_10_employment_income_count",
+        "groupby_dimension": "hmrc.self_employment_income_band",
+        "entity_name": "person",
+        "geography_level": "country",
+        "geography_id": "K02000001",
+        "dimension_values": {
+          "self_employment_income_lower_bound": 2000
+        }
+      },
+      "entity": "person",
+      "measure": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_2000_3000",
+      "family": "hmrc_spi",
+      "period": 2025,
+      "metadata": {
+        "contract_target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+        "measure_kind": "prepared_column"
+      },
+      "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_3000_4000",
+      "ledger_selector": {
+        "source_name": "hmrc",
+        "source_concept": "hmrc.spi_table_3_10_employment_income_count",
+        "groupby_dimension": "hmrc.self_employment_income_band",
+        "entity_name": "person",
+        "geography_level": "country",
+        "geography_id": "K02000001",
+        "dimension_values": {
+          "self_employment_income_lower_bound": 3000
+        }
+      },
+      "entity": "person",
+      "measure": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_3000_4000",
+      "family": "hmrc_spi",
+      "period": 2025,
+      "metadata": {
+        "contract_target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+        "measure_kind": "prepared_column"
+      },
+      "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_4000_5000",
+      "ledger_selector": {
+        "source_name": "hmrc",
+        "source_concept": "hmrc.spi_table_3_10_employment_income_count",
+        "groupby_dimension": "hmrc.self_employment_income_band",
+        "entity_name": "person",
+        "geography_level": "country",
+        "geography_id": "K02000001",
+        "dimension_values": {
+          "self_employment_income_lower_bound": 4000
+        }
+      },
+      "entity": "person",
+      "measure": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_4000_5000",
+      "family": "hmrc_spi",
+      "period": 2025,
+      "metadata": {
+        "contract_target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+        "measure_kind": "prepared_column"
+      },
+      "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_500_1000",
+      "ledger_selector": {
+        "source_name": "hmrc",
+        "source_concept": "hmrc.spi_table_3_10_employment_income_count",
+        "groupby_dimension": "hmrc.self_employment_income_band",
+        "entity_name": "person",
+        "geography_level": "country",
+        "geography_id": "K02000001",
+        "dimension_values": {
+          "self_employment_income_lower_bound": 500
+        }
+      },
+      "entity": "person",
+      "measure": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_500_1000",
+      "family": "hmrc_spi",
+      "period": 2025,
+      "metadata": {
+        "contract_target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+        "measure_kind": "prepared_column"
+      },
+      "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_5000_7500",
+      "ledger_selector": {
+        "source_name": "hmrc",
+        "source_concept": "hmrc.spi_table_3_10_employment_income_count",
+        "groupby_dimension": "hmrc.self_employment_income_band",
+        "entity_name": "person",
+        "geography_level": "country",
+        "geography_id": "K02000001",
+        "dimension_values": {
+          "self_employment_income_lower_bound": 5000
+        }
+      },
+      "entity": "person",
+      "measure": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_5000_7500",
+      "family": "hmrc_spi",
+      "period": 2025,
+      "metadata": {
+        "contract_target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+        "measure_kind": "prepared_column"
+      },
+      "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
+    },
+    {
+      "name": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_7500_10000",
+      "ledger_selector": {
+        "source_name": "hmrc",
+        "source_concept": "hmrc.spi_table_3_10_employment_income_count",
+        "groupby_dimension": "hmrc.self_employment_income_band",
+        "entity_name": "person",
+        "geography_level": "country",
+        "geography_id": "K02000001",
+        "dimension_values": {
+          "self_employment_income_lower_bound": 7500
+        }
+      },
+      "entity": "person",
+      "measure": "hmrc.spi.employment_income.count_by_self_employment_income_band.band_7500_10000",
+      "family": "hmrc_spi",
+      "period": 2025,
+      "metadata": {
+        "contract_target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+        "measure_kind": "prepared_column"
+      },
+      "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
+    },
     {
       "name": "hmrc/dividend_income_income_band_100_000_to_150_000",
       "ledger_selector": {
diff --git a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
index c66fb0d282..3c256b320c 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
@@ -895,7 +895,8 @@
       "hmrc.itl.savings_tax_at_additional_rate": "Post-freeze fact family (HMRC Income Tax liabilities statistics Table 2.6, July 2026, in Chronicle: Income Tax on savings income at each rate, all payers, the calendar-2025 window of the 2024-25 and 2025-26 projections), no uk-data metric (microcosm#1418).",
       "hmrc.spi.other_investment_income.amount_by_total_income_band": "New declaration backed by SPI 2023-24 Table 3.7 other income in Chronicle (spi_income_bands_2023_24); no uk-data metric holds other investment income by band (microcosm#1418).",
       "hmrc.spi.self_employment_income.count_by_self_employment_income_band": "New declaration backed by SPI 2023-24 Table 3.10 in Chronicle (spi_income_bands_2023_24, PolicyEngine/chronicle#394); no uk-data metric holds self-employment income by self-employment band (microcosm#1418).",
-      "hmrc.spi.self_employment_income.amount_by_self_employment_income_band": "New declaration backed by SPI 2023-24 Table 3.10 in Chronicle (spi_income_bands_2023_24, PolicyEngine/chronicle#394); no uk-data metric holds self-employment income by self-employment band (microcosm#1418)."
+      "hmrc.spi.self_employment_income.amount_by_self_employment_income_band": "New declaration backed by SPI 2023-24 Table 3.10 in Chronicle (spi_income_bands_2023_24, PolicyEngine/chronicle#394); no uk-data metric holds self-employment income by self-employment band (microcosm#1418).",
+      "hmrc.spi.employment_income.count_by_self_employment_income_band": "New declaration backed by SPI 2023-24 Table 3.10 in Chronicle (spi_income_bands_2023_24, PolicyEngine/chronicle#394); no uk-data metric holds employment income by self-employment band (microcosm#1418)."
     },
     "suppressed_ancestors": {
       "hmrc/salary_sacrifice_it_relief_basic_rate": {
@@ -971,6 +972,7 @@
       "hmrc.spi.self_employment_income.count_by_total_income_band",
       "hmrc.spi.self_employment_income.count_by_self_employment_income_band",
       "hmrc.spi.self_employment_income.amount_by_self_employment_income_band",
+      "hmrc.spi.employment_income.count_by_self_employment_income_band",
       "hmrc.spi.dividend_income.amount_by_total_income_band",
       "hmrc.spi.dividend_income.count_by_total_income_band",
       "hmrc.spi.property_income.amount_by_total_income_band",
@@ -3848,6 +3850,54 @@
       "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands_times_obr_per_capita_mixed_income",
       "selector_note": "Uprated from the SPI 2023-24 fact to the 2025 calibration period as recipients times the amount per recipient: the count rows' index (HMRC's projected growth of all taxpayers over all income ranges, Income Tax liabilities statistics Table 2.5) times gov.economic_assumptions.indices.obr.per_capita.mixed_income on the pinned engine, the index policyengine-uk grows self_employment_income by. Each band's mean therefore moves as the engine moves incomes; growing the counts and amounts on unrelated indices would have made calibration add people to each band and tilt them toward its bottom edge (the independent review of microcosm#1420, finding 2). The calibration binds at calendar 2025 under María's ruling of 2026-09-22 (PolicyEngine/chronicle#280 lane)."
     },
+    {
+      "target_id": "hmrc.spi.employment_income.count_by_self_employment_income_band",
+      "family": "hmrc_spi",
+      "geography_levels": [
+        "country"
+      ],
+      "measurement": {
+        "entity": "person",
+        "map_to": "household",
+        "concept": "uk.person.count",
+        "groupby_dimension": "hmrc.self_employment_income_band"
+      },
+      "bindings": {
+        "policyengine": {
+          "metric_name": "hmrc/employment_income_count_self_employment_income_band",
+          "value_variable": "person_count",
+          "from_entity": "person",
+          "map_to": "household",
+          "groupby_variable": "self_employment_income_after_loss_relief_annual",
+          "band_filter_dimension": "self_employment_income",
+          "band_upper_bound": 10000,
+          "band_upper_bound_inclusive": false,
+          "filters": [
+            {
+              "variable": "employment_income_annual",
+              "operator": "!=",
+              "value": 0
+            }
+          ],
+          "notes": "SPI 2023-24 Table 3.10: the individuals with a self-employment source, taxpayer or not, who also have employment income, by range of self-employment income. Bound for the eight bands from GBP 1 to GBP 10,000 beside the self-employment counts (María's rulings of 2026-10-29 and 2026-10-30, microcosm#1418): the counts alone let the solve meet each band with traders who have no pay, where more than half of Table 3.10's traders below GBP 3,000 have employment income too, and the trading allowance measures (Table 6.1 line 15) reach the ones who pay Income Tax. The target fans out over every published band and target_reference_signed_exclusions.json signs out the others. Banded by the person's own self-employment income after loss relief, half-open, with the top bound band closed at GBP 10,000 (band_upper_bound). Employment income is the year's pay, employment_income_annual, the variable Table 3.6's employment rows read."
+        },
+        "axiom": {
+          "metric_name": "hmrc/employment_income_count_self_employment_income_band",
+          "status": "pending",
+          "value_rule": "uk.person.count"
+        }
+      },
+      "ledger_selector": {
+        "source_name": "hmrc",
+        "source_concept": "hmrc.spi_table_3_10_employment_income_count",
+        "groupby_dimension": "hmrc.self_employment_income_band",
+        "entity_name": "person"
+      },
+      "category_id": "hmrc.survey_of_personal_incomes",
+      "label": "Count with employment income by self-employment income band",
+      "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
+      "selector_note": "Uprated from the SPI 2023-24 fact to the 2025 calibration period by HMRC's projected growth of all taxpayers over all income ranges (Income Tax liabilities statistics Table 2.5), as the self-employment counts by self-employment band are. Table 3.10's employment income is income assessed under the Income Tax (Earnings and Pensions) Act 2003 and other miscellaneous income (its note 4), wider than Table 3.6's: the binding reads employment_income_annual, as Table 3.6's employment rows do, so it leaves out miscellaneous income, taxable benefits in kind, and Incapacity Benefit, contribution-based Employment and Support Allowance and Jobseeker's Allowance. The calibration binds at calendar 2025 under María's ruling of 2026-09-22 (PolicyEngine/chronicle#280 lane)."
+    },
     {
       "target_id": "hmrc.spi.dividend_income.amount_by_total_income_band",
       "family": "hmrc_spi",
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
index 50bb70db71..48d0668d39 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
@@ -258,8 +258,9 @@ def test_uk_population_targets_shape_order_and_registry_accounting() -> None:
     # rates, three national rows, SPI pension income and the taxpayers with
     # it by constituency and local authority, SPI Table 3.7's other income by
     # total-income band, and SPI Table 3.10's self-employment counts and
-    # amounts by self-employment band.
-    assert len(resource["targets"]) == 456
+    # amounts by self-employment band and the counts with employment income
+    # among them.
+    assert len(resource["targets"]) == 457
 
     providers = resource["hierarchy"]["providers"]
     categories = resource["hierarchy"]["categories"]
@@ -273,10 +274,10 @@ def test_uk_population_targets_shape_order_and_registry_accounting() -> None:
     target_ids = [target["target_id"] for target in resource["targets"]]
     registry_scope = resource["registry_parity"]["scope_target_ids"]
     profile_scope = resource["profile_parity"]["scope_target_ids"]
-    assert len(registry_scope) == 394
+    assert len(registry_scope) == 395
     assert len(profile_scope) == 62
-    assert target_ids[:394] == registry_scope
-    assert target_ids[394:] == profile_scope
+    assert target_ids[:395] == registry_scope
+    assert target_ids[395:] == profile_scope
 
     parity = resource["registry_parity"]
     assert parity["pinned_ref"] == "12a1e028afeef08d8b2d74ee03fd9de3a78b2dd3"
@@ -303,9 +304,9 @@ def test_uk_population_targets_shape_order_and_registry_accounting() -> None:
     # OBR excise rows have no uk-data metric (uk-data never measured excise
     # duty), nor microcosm#1069's two Income Tax payer by age rows, nor
     # microcosm#1418's three Income Tax on savings rows, its SPI other income
-    # row or its two Table 3.10 rows.
+    # row or its three Table 3.10 rows.
     assert len(mapped_target_ids) == 183
-    assert len(unmapped_declarations) == 211
+    assert len(unmapped_declarations) == 212
     suppressed_ancestors = parity["suppressed_ancestors"]
     assert len(suppressed_ancestors) == 5
     assert set(suppressed_ancestors).isdisjoint(parity["mapped"])
@@ -812,7 +813,7 @@ def test_uk_population_targets_have_unique_target_ids() -> None:
     resource = _load()
 
     target_ids = [target["target_id"] for target in resource["targets"]]
-    assert len(target_ids) == 456
+    assert len(target_ids) == 457
     assert len(target_ids) == len(set(target_ids))
 
 
@@ -1315,7 +1316,7 @@ def test_uc_payment_bands_share_administrative_family_but_keep_source_window() -
 
 def test_paid_joint_diagnostics_do_not_add_active_targets() -> None:
     targets = _load()["targets"]
-    assert len(targets) == 456
+    assert len(targets) == 457
     assert not any(
         f.get("variable") == "uc_calibration_child_entitlement"
         for target in targets
@@ -1565,7 +1566,7 @@ def test_household_composition_cells_do_not_share_the_household_total_signature(
 
 def test_only_the_uc_award_bands_read_whole_pence() -> None:
     """microcosm#1095: the four UC payment families opt in to whole-pence,
-    upper-closed bands; the other 31 banded bindings keep the half-open
+    upper-closed bands; the other 32 banded bindings keep the half-open
     reading."""
 
     banded = {
@@ -1578,7 +1579,7 @@ def test_only_the_uc_award_bands_read_whole_pence() -> None:
         for target_id, binding in banded.items()
         if binding.get("band_semantics") == "whole_pence_upper_closed"
     }
-    assert len(banded) == 35
+    assert len(banded) == 36
     assert whole_pence == {
         f"dwp.uc.payment_distribution_{family}"
         for family in (
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_target_references.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_target_references.py
index 06e697074f..282a512ead 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_target_references.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_target_references.py
@@ -76,7 +76,9 @@
 # national calibration tests read it from the committed membership, or not at
 # all, so a change to the target set moves this pin alone. How it is made up:
 # microcosm#1418 PR C: + 13, SPI Table 3.7's other income by band, and + 16,
-# SPI Table 3.10's self-employment bands from GBP 1 to GBP 10,000;
+# SPI Table 3.10's self-employment bands from GBP 1 to GBP 10,000; its
+# savings follow-up (microcosm#1428): + 8, Table 3.10's individuals with
+# employment income over the same bands;
 # microcosm#1418: + 3, HMRC's Income Tax on savings at each rate;
 # microcosm#1069: + 24, HMRC's Income Tax payers of State Pension age and aged
 # 65 and over in the twelve region-tier areas; microcosm#1095 (the bump after
@@ -122,7 +124,7 @@
 # thresholds over England's regions and Wales), which the national line drops
 # after the compile, less the North East and Wales rows over £2m, signed out
 # below the small-cell floor
-ACTIVE_REFERENCE_COUNT = 1403
+ACTIVE_REFERENCE_COUNT = 1411
 REGION_TIER_LEVEL = {code: level for level, code in UK_REGION_TIER}
 
 
@@ -1072,7 +1074,7 @@ def test_uk_target_reference_membership_report_is_packaged() -> None:
     assert membership["status_counts"] == {
         "active": ACTIVE_REFERENCE_COUNT,
         "no_fact_at_or_before_period": 4,
-        "signed_excluded": 30,
+        "signed_excluded": 37,
     }
     assert membership["genuine_sum_residue"]
     assert membership["uprating_holds"]
@@ -1088,7 +1090,7 @@ def test_uk_target_reference_membership_report_is_packaged() -> None:
         {
             "family": "hmrc_spi",
             "status": "active_strict_band_pins",
-            "active_reference_count": 211,
+            "active_reference_count": 219,
             "signed_rationale": (
                 "SPI income-band targets fan out by strict total-income-band "
                 "dimension pins, and SPI Table 3.10's by self-employment band, "

From 5c0137fb4e31c28f608da2c8f4a0ba0a37b6453b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 10:49:26 +0000
Subject: [PATCH 18/44] Anchor HMRC's tax on savings rows on the OBR savings
 path (option A)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

María's choice of 2026-10-31 (microcosm#1428). The three Income Tax
liabilities statistics Table 2.6 rows bound HMRC's own 2024-25 and
2025-26 projections as a calendar-2025 window: GBP 8.40bn of tax on
savings, x1.52 on the 2023-24 outturn, against x1.36 for savings income
on the OBR's path. With SPI Table 3.7's savings income already on the
OBR path, those rows pinned the tax on savings, and so the savings
rates' static yield, about 12% above the base the Budget's costing grows.

- The rows now read the 2023-24 outturn alone. They are observed facts,
  so hmrc_itl_savings_rate leaves the source-projection families.
- They grow by the OBR's savings income growth (October 2026 EFO Table
  4.5), x1.3562 to calendar 2025, the index Table 3.7's savings rows
  take: GBP 1.61bn, 2.24bn and 3.66bn, GBP 7.51bn in all.
- Growing the tax on the income's path leaves out the leverage that
  HMRC's projection carries from the frozen Personal Savings Allowance
  and thresholds.
- The national references, membership and compile-parity receipt are
  regenerated on the pinned feed, and only the three rows move. The
  engine test's comments now name calendar 2025's two tax years.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1428-itl-savings-tax-obr-path.changed.md  |  1 +
 ...ity_incumbent_2025_signed_differences.json |  6 +-
 .../build/uk/target_reference_membership.json | 66 +++++++++++++++----
 .../microcosm/build/uk/target_references.json | 18 +++--
 .../build/uk/uk_population_targets.json       | 24 +++----
 .../uk/test_uk_itl_savings_tax_rates.py       |  6 +-
 .../uk/test_uk_population_targets.py          |  1 -
 7 files changed, 85 insertions(+), 37 deletions(-)
 create mode 100644 changelog.d/1428-itl-savings-tax-obr-path.changed.md

diff --git a/changelog.d/1428-itl-savings-tax-obr-path.changed.md b/changelog.d/1428-itl-savings-tax-obr-path.changed.md
new file mode 100644
index 0000000000..f9d6066397
--- /dev/null
+++ b/changelog.d/1428-itl-savings-tax-obr-path.changed.md
@@ -0,0 +1 @@
+HMRC's Income Tax on savings at the basic, higher and additional rates (Income Tax liabilities statistics Table 2.6) now binds the 2023-24 outturn grown to the 2025 calibration period by the OBR's savings income growth (October 2026 EFO Table 4.5, about ×1.36), the path the Budget's savings costing grows its base by and SPI Table 3.7's savings rows already take (#1428; María's choice of 2026-10-31). The rows used to bind HMRC's own 2024-25 and 2025-26 projections as a calendar-2025 window, about 12% higher: tax there grows ×1.52 over the outturn against ×1.36 for savings income, the leverage of the frozen Personal Savings Allowance and thresholds. Bound beside Table 3.7's income on the OBR path, the projections pinned the tax on savings, and so the static yield of the savings rate rises, above the costing's base. The rows now read observed years only, so `hmrc_itl_savings_rate` leaves the source-projection families.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json b/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
index 4e0514dcb2..84c57c73bb 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
@@ -2165,21 +2165,21 @@
   },
   {
    "kind": "ledger_only",
-   "ledger_value": 4087500000.0,
+   "ledger_value": 3661705003.058779,
    "name": "hmrc.itl.savings_tax_at_additional_rate",
    "period": 2025,
    "reason": "Coverage the incumbent lacks (microcosm#1418): HMRC's Income Tax liabilities Table 2.6 (July 2026) Income Tax on savings at the basic, higher and additional rates, all payers, United Kingdom, as the calendar-2025 window of the 2024-25 and 2025-26 projections: the base the Budget 2026 savings income rates are costed on. The incumbent registry binds no tax by income source or rate."
   },
   {
    "kind": "ledger_only",
-   "ledger_value": 1720000000.0,
+   "ledger_value": 1613862575.4222026,
    "name": "hmrc.itl.savings_tax_at_basic_rate",
    "period": 2025,
    "reason": "Coverage the incumbent lacks (microcosm#1418): HMRC's Income Tax liabilities Table 2.6 (July 2026) Income Tax on savings at the basic, higher and additional rates, all payers, United Kingdom, as the calendar-2025 window of the 2024-25 and 2025-26 projections: the base the Budget 2026 savings income rates are costed on. The incumbent registry binds no tax by income source or rate."
   },
   {
    "kind": "ledger_only",
-   "ledger_value": 2587500000.0,
+   "ledger_value": 2237708612.980365,
    "name": "hmrc.itl.savings_tax_at_higher_rate",
    "period": 2025,
    "reason": "Coverage the incumbent lacks (microcosm#1418): HMRC's Income Tax liabilities Table 2.6 (July 2026) Income Tax on savings at the basic, higher and additional rates, all payers, United Kingdom, as the calendar-2025 window of the 2024-25 and 2025-26 projections: the base the Budget 2026 savings income rates are costed on. The incumbent registry binds no tax by income source or rate."
diff --git a/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json b/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
index 469216ffd7..64af9da554 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
@@ -4649,6 +4649,9 @@
     "dfe.funded_childcare.working_parent_children_2_to_4",
     "dfi_ni.bus.passenger_receipts",
     "dwp.workplace_pension.employer_contributions",
+    "hmrc.itl.savings_tax_at_additional_rate",
+    "hmrc.itl.savings_tax_at_basic_rate",
+    "hmrc.itl.savings_tax_at_higher_rate",
     "nithc.public_transport_support",
     "obr.beer_and_cider_duties",
     "obr.wine_duties",
@@ -8199,6 +8202,30 @@
       "from": "2024",
       "to": "2025"
     },
+    {
+      "name": "hmrc.itl.savings_tax_at_basic_rate",
+      "from": "2023",
+      "to": "2025",
+      "index": "obr.efo_2026_10.savings_income_growth",
+      "factor": "1.35618703816992",
+      "value_before_uprating": "1190000000.0"
+    },
+    {
+      "name": "hmrc.itl.savings_tax_at_higher_rate",
+      "from": "2023",
+      "to": "2025",
+      "index": "obr.efo_2026_10.savings_income_growth",
+      "factor": "1.35618703816992",
+      "value_before_uprating": "1650000000.0"
+    },
+    {
+      "name": "hmrc.itl.savings_tax_at_additional_rate",
+      "from": "2023",
+      "to": "2025",
+      "index": "obr.efo_2026_10.savings_income_growth",
+      "factor": "1.35618703816992",
+      "value_before_uprating": "2700000000.0"
+    },
     {
       "name": "hmrc.spi.savings_interest_income.amount_by_total_income_band.band_100000",
       "from": "2023",
@@ -23794,11 +23821,16 @@
           "name": "hmrc.itl.savings_tax_at_basic_rate",
           "status": "active",
           "matched_fact_count_overall": 4,
-          "matched_fact_count_at_or_before_period": 3,
+          "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 1720000000.0,
-          "resolved_fact_period": "2025",
-          "resolved_fact_key": "ledger_aggregate_fact_v2_76d65d104935eb1a9e6c4d82"
+          "resolved_value": 1613862575.4222026,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_461e08050a646d69b81e5ef5",
+          "uprating": {
+            "index": "obr.efo_2026_10.savings_income_growth",
+            "factor": "1.35618703816992",
+            "value_before_uprating": "1190000000.0"
+          }
         }
       ]
     },
@@ -23809,11 +23841,16 @@
           "name": "hmrc.itl.savings_tax_at_higher_rate",
           "status": "active",
           "matched_fact_count_overall": 4,
-          "matched_fact_count_at_or_before_period": 3,
+          "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 2587500000.0,
-          "resolved_fact_period": "2025",
-          "resolved_fact_key": "ledger_aggregate_fact_v2_29c9717012d95e7dd50c5d9c"
+          "resolved_value": 2237708612.980365,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_f83c68fe39bde903cdbad6a6",
+          "uprating": {
+            "index": "obr.efo_2026_10.savings_income_growth",
+            "factor": "1.35618703816992",
+            "value_before_uprating": "1650000000.0"
+          }
         }
       ]
     },
@@ -23824,11 +23861,16 @@
           "name": "hmrc.itl.savings_tax_at_additional_rate",
           "status": "active",
           "matched_fact_count_overall": 4,
-          "matched_fact_count_at_or_before_period": 3,
+          "matched_fact_count_at_or_before_period": 1,
           "resolved_period": 2025,
-          "resolved_value": 4087500000.0,
-          "resolved_fact_period": "2025",
-          "resolved_fact_key": "ledger_aggregate_fact_v2_f936b73617f0b0a75a5289dd"
+          "resolved_value": 3661705003.058779,
+          "resolved_fact_period": "2023",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_49c077ad9857be0df3fc43cb",
+          "uprating": {
+            "index": "obr.efo_2026_10.savings_income_growth",
+            "factor": "1.35618703816992",
+            "value_before_uprating": "2700000000.0"
+          }
         }
       ]
     },
diff --git a/packages/microcosm-build/src/microcosm/build/uk/target_references.json b/packages/microcosm-build/src/microcosm/build/uk/target_references.json
index 5db205f2fa..443182378a 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/target_references.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/target_references.json
@@ -32515,8 +32515,10 @@
         "contract_target_id": "hmrc.itl.savings_tax_at_basic_rate",
         "measure_kind": "prepared_column"
       },
-      "assertion_policy": "allow_source_projection",
-      "value_operation": "calendar_year_window"
+      "uprating_index": "obr.efo_2026_10.savings_income_growth",
+      "value_operation": "sum",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
     },
     {
       "name": "hmrc.itl.savings_tax_at_higher_rate",
@@ -32540,8 +32542,10 @@
         "contract_target_id": "hmrc.itl.savings_tax_at_higher_rate",
         "measure_kind": "prepared_column"
       },
-      "assertion_policy": "allow_source_projection",
-      "value_operation": "calendar_year_window"
+      "uprating_index": "obr.efo_2026_10.savings_income_growth",
+      "value_operation": "sum",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
     },
     {
       "name": "hmrc.itl.savings_tax_at_additional_rate",
@@ -32565,8 +32569,10 @@
         "contract_target_id": "hmrc.itl.savings_tax_at_additional_rate",
         "measure_kind": "prepared_column"
       },
-      "assertion_policy": "allow_source_projection",
-      "value_operation": "calendar_year_window"
+      "uprating_index": "obr.efo_2026_10.savings_income_growth",
+      "value_operation": "sum",
+      "uprating_from_period": "2023",
+      "uprating_to_period": 2025
     },
     {
       "name": "hmrc.spi.savings_interest_income.amount_by_total_income_band.band_100000",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
index 3c256b320c..a0158c32a7 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
@@ -21801,7 +21801,7 @@
           "value_expression": "0.2 * basic_rate_savings_income_annual",
           "from_entity": "person",
           "map_to": "household",
-          "notes": "Income Tax on savings income at the basic rate (20%), all payers, United Kingdom, bound at the 2025 calibration period as the calendar-2025 window of HMRC's 2024-25 and 2025-26 projections (3/12 and 9/12; value_operation calendar_year_window) from Income Tax liabilities statistics Table 2.6 (July 2026), HMRC's projection of the 2023-24 SPI base. It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's basic_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (basic_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
+          "notes": "Income Tax on savings income at the basic rate (20%), all payers, United Kingdom, bound at the 2025 calibration period as HMRC's 2023-24 outturn from Income Tax liabilities statistics Table 2.6 (July 2026), grown on the OBR's savings income path (selector_note). It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's basic_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (basic_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
         },
         "axiom": {
           "metric_name": "hmrc/itl_savings_tax/basic_rate",
@@ -21819,10 +21819,10 @@
         },
         "entity_name": "person"
       },
-      "value_operation": "calendar_year_window",
-      "assertion_policy": "allow_source_projection",
       "category_id": "hmrc.income_tax_liabilities_statistics",
-      "label": "Income Tax on savings at the basic rate"
+      "label": "Income Tax on savings at the basic rate",
+      "uprating_index": "obr.efo_2026_10.savings_income_growth",
+      "selector_note": "Uprated from HMRC's 2023-24 outturn to the 2025 calibration period by the OBR's forecast growth of savings income (October 2026 EFO, receipts Table 4.5), chained from 2023-24 and weighted over the two fiscal years overlapping calendar 2025, about x1.36: the path the Budget's savings costing grows its 2023-24 base by, and the one SPI Table 3.7's savings rows take (María's choice of 2026-10-31, option A, microcosm#1428). Only the observed year is read. HMRC's own 2024-25 and 2025-26 projections, as a calendar-2025 window, put the tax about 12% higher (x1.52 over the outturn against x1.36 for the income): the frozen Personal Savings Allowance and thresholds take a growing share of savings into tax, a leverage this anchor leaves out."
     },
     {
       "target_id": "hmrc.itl.savings_tax_at_higher_rate",
@@ -21851,7 +21851,7 @@
           "value_expression": "0.4 * higher_rate_savings_income_annual",
           "from_entity": "person",
           "map_to": "household",
-          "notes": "Income Tax on savings income at the higher rate (40%), all payers, United Kingdom, bound at the 2025 calibration period as the calendar-2025 window of HMRC's 2024-25 and 2025-26 projections (3/12 and 9/12; value_operation calendar_year_window) from Income Tax liabilities statistics Table 2.6 (July 2026), HMRC's projection of the 2023-24 SPI base. It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's higher_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (higher_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
+          "notes": "Income Tax on savings income at the higher rate (40%), all payers, United Kingdom, bound at the 2025 calibration period as HMRC's 2023-24 outturn from Income Tax liabilities statistics Table 2.6 (July 2026), grown on the OBR's savings income path (selector_note). It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's higher_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (higher_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
         },
         "axiom": {
           "metric_name": "hmrc/itl_savings_tax/higher_rate",
@@ -21869,10 +21869,10 @@
         },
         "entity_name": "person"
       },
-      "value_operation": "calendar_year_window",
-      "assertion_policy": "allow_source_projection",
       "category_id": "hmrc.income_tax_liabilities_statistics",
-      "label": "Income Tax on savings at the higher rate"
+      "label": "Income Tax on savings at the higher rate",
+      "uprating_index": "obr.efo_2026_10.savings_income_growth",
+      "selector_note": "Uprated from HMRC's 2023-24 outturn to the 2025 calibration period by the OBR's forecast growth of savings income (October 2026 EFO, receipts Table 4.5), chained from 2023-24 and weighted over the two fiscal years overlapping calendar 2025, about x1.36: the path the Budget's savings costing grows its 2023-24 base by, and the one SPI Table 3.7's savings rows take (María's choice of 2026-10-31, option A, microcosm#1428). Only the observed year is read. HMRC's own 2024-25 and 2025-26 projections, as a calendar-2025 window, put the tax about 12% higher (x1.52 over the outturn against x1.36 for the income): the frozen Personal Savings Allowance and thresholds take a growing share of savings into tax, a leverage this anchor leaves out."
     },
     {
       "target_id": "hmrc.itl.savings_tax_at_additional_rate",
@@ -21901,7 +21901,7 @@
           "value_expression": "0.45 * add_rate_savings_income_annual",
           "from_entity": "person",
           "map_to": "household",
-          "notes": "Income Tax on savings income at the additional rate (45%), all payers, United Kingdom, bound at the 2025 calibration period as the calendar-2025 window of HMRC's 2024-25 and 2025-26 projections (3/12 and 9/12; value_operation calendar_year_window) from Income Tax liabilities statistics Table 2.6 (July 2026), HMRC's projection of the 2023-24 SPI base. It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's add_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (add_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
+          "notes": "Income Tax on savings income at the additional rate (45%), all payers, United Kingdom, bound at the 2025 calibration period as HMRC's 2023-24 outturn from Income Tax liabilities statistics Table 2.6 (July 2026), grown on the OBR's savings income path (selector_note). It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's add_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (add_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
         },
         "axiom": {
           "metric_name": "hmrc/itl_savings_tax/additional_rate",
@@ -21919,10 +21919,10 @@
         },
         "entity_name": "person"
       },
-      "value_operation": "calendar_year_window",
-      "assertion_policy": "allow_source_projection",
       "category_id": "hmrc.income_tax_liabilities_statistics",
-      "label": "Income Tax on savings at the additional rate"
+      "label": "Income Tax on savings at the additional rate",
+      "uprating_index": "obr.efo_2026_10.savings_income_growth",
+      "selector_note": "Uprated from HMRC's 2023-24 outturn to the 2025 calibration period by the OBR's forecast growth of savings income (October 2026 EFO, receipts Table 4.5), chained from 2023-24 and weighted over the two fiscal years overlapping calendar 2025, about x1.36: the path the Budget's savings costing grows its 2023-24 base by, and the one SPI Table 3.7's savings rows take (María's choice of 2026-10-31, option A, microcosm#1428). Only the observed year is read. HMRC's own 2024-25 and 2025-26 projections, as a calendar-2025 window, put the tax about 12% higher (x1.52 over the outturn against x1.36 for the income): the frozen Personal Savings Allowance and thresholds take a growing share of savings into tax, a leverage this anchor leaves out."
     },
     {
       "target_id": "hmrc.spi.savings_interest_income.amount_by_total_income_band",
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_itl_savings_tax_rates.py b/packages/microcosm-build/tests/engine/uk/test_uk_itl_savings_tax_rates.py
index bb142db3d5..3a8db7d154 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_itl_savings_tax_rates.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_itl_savings_tax_rates.py
@@ -3,8 +3,8 @@
 Each ``hmrc.itl.savings_tax_at_<rate>_rate`` row binds Table 2.6's tax on
 savings at one rate as that rate times the engine's savings income at it.
 These tests fail if policyengine-uk's savings rates move in either tax year of
-the calendar-2025 window the rows bind, or if a row names another rate's
-income.
+calendar 2025, the period the rows are measured at, or if a row names another
+rate's income.
 """
 
 from __future__ import annotations
@@ -47,7 +47,7 @@ def test_each_row_scales_its_rates_income_by_the_engines_rate(rate) -> None:
         "income_tax_component": f"savings_at_{rate}_rate"
     }
     parameters = CountryTaxBenefitSystem().parameters
-    # The window's two tax years: 2024-25 and 2025-26, read as the engine
+    # Calendar 2025's two tax years: 2024-25 and 2025-26, read as the engine
     # reads a year's parameters.
     for instant in ("2024-04-30", "2025-04-30"):
         savings = parameters(instant).gov.hmrc.income_tax.rates.savings
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
index 48d0668d39..fc09d276f7 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
@@ -51,7 +51,6 @@
     "hmrc_itl",
     "hmrc_itl_marginal_rate",
     "hmrc_itl_age",
-    "hmrc_itl_savings_rate",
     "dwp_benefit_expenditure",
 }
 NATIONAL_SELECTOR_KEYS = {

From 6485af4af1ad83046cc3e36d411a56270e34cd5b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 10:55:01 +0000
Subject: [PATCH 19/44] Join UC take-up pools that cannot meet DWP's count
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

María's ruling of 2026-10-31 (microcosm#1428): fix the take-up pools
instead of widening the gate again. The spine from d563f4fbc stopped at
uk_stage_uc_take_up. Single people's caseload ended 0.0674 of DWP's
count further from it than before the redraw: 0.0568 on f3cb3ddd3's
spine, against this branch's 0.06. The reachable pools met DWP's counts.
The gap was the pools whose DWP count exceeds every entitled unit, which
kept a clipped rate, and which bands land there moves with small
upstream changes.

- After the source-support pooling, the stage joins a pool that cannot
  meet DWP's count to an adjacent pool (_join_unmet_pools). Such a pool's
  undrawn units' expected claims exceed the count, or the count exceeds
  them plus every drawn unit. Lowest first, it joins the neighbour with
  more room for its gap, the lower on a tie. Joining stops when every
  pool can meet its count or the family type is one pool. A family type
  whose count exceeds all its entitled units stays one unreachable pool.
- The stage spec restates the pooling rule (sources.yaml,
  source_stages.json, UC_TAKE_UP_POOLING), and the coverage manifest and
  the H2 fixture follow.
- uk_stage_uc_take_up returns to main's 0.055, undoing this branch's
  0.06. The gate note, the committed-parameter test and the data
  contract's mirrored digests follow.
- New tests: an unmet pool joins the neighbour with more room, or the
  lower one on a tie; an overshooting pool joins one with drawn claims;
  a family type that cannot meet its count is one unreachable pool,
  flagged by the side it misses on.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 ...28-uc-take-up-joins-unmet-pools.changed.md |   1 +
 .../src/microcosm/build/uk/gates.json         |   4 +-
 .../uk/release_input_coverage_manifest.json   |  46 ++++----
 .../src/microcosm/build/uk/source_stages.json |   2 +-
 .../src/microcosm/build/uk/spec/sources.yaml  |   2 +-
 .../microcosm/build/uk_runtime/uc_take_up.py  | 101 +++++++++++++++---
 .../engine_free/uk/test_uk_stage_health.py    |   5 +-
 .../engine_free/uk/test_uk_uc_take_up.py      |  98 ++++++++++++-----
 .../src/microcosm/data/contract.py            |  10 +-
 .../tests/engine_free/shared/test_contract.py |   6 +-
 .../parity/uk_spine/sources/fixture.json      |   2 +-
 .../fixtures/parity/uk_spine/uk_spine.json    |   2 +-
 12 files changed, 195 insertions(+), 84 deletions(-)
 create mode 100644 changelog.d/1428-uc-take-up-joins-unmet-pools.changed.md

diff --git a/changelog.d/1428-uc-take-up-joins-unmet-pools.changed.md b/changelog.d/1428-uc-take-up-joins-unmet-pools.changed.md
new file mode 100644
index 0000000000..f22378e19e
--- /dev/null
+++ b/changelog.d/1428-uc-take-up-joins-unmet-pools.changed.md
@@ -0,0 +1 @@
+The Universal Credit take-up stage now joins a pool that cannot meet DWP's count to a neighbouring pool, so each family type's caseload lands on DWP's wherever its entitled units allow (#1428; María's ruling of 2026-10-31). The stage pools adjacent award bands within a family type until they rest on enough sources. A pool can't meet DWP's count when its reporters' and other undrawn units' expected claims already exceed it, or when it exceeds every entitled unit. Such a pool used to keep its clipped rate, which left the family type's caseload off DWP's by the gap. Which bands fell short also moved with small upstream changes: in this pull request single people's caseload ended 0.0568, then 0.0674, of DWP's count further from it than before the redraw. Now, lowest first, such a pool joins the adjacent pool with more room for its gap, the lower on a tie, until every pool can meet its count or the family type is one pool. The room is the claims the neighbour's drawn units can add beyond its own count when the pool falls short, or the drawn claims it can give up when the pool overshoots. The `uk_stage_uc_take_up` gate returns to main's 0.055, so the branch's widening to 0.06 is undone. The stage spec, the coverage manifest, the H2 fixture and the data contract's gate digests follow.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/gates.json b/packages/microcosm-build/src/microcosm/build/uk/gates.json
index e2dc5623c8..ab25d57dc4 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/gates.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/gates.json
@@ -635,9 +635,9 @@
       "parameters": {
         "stage": "uc_take_up",
         "check": "uc_take_up",
-        "maximum_caseload_deviation": 0.06
+        "maximum_caseload_deviation": 0.055
       },
-      "notes": "Stage-time gate over the Universal Credit take-up receipt (microcosm#1334): every reporter claims and no unit outside the draw changes; in each DWP family type the pools whose target is reachable realize DWP's calendar-2025 caseload within 0.06 of it at the stage's weights, Great Britain only, counting units the engine moves off their legacy benefits at their expected claim at the closure; and the family type's caseload is no further from DWP's than before the redraw, give or take 0.06 of DWP's count. The tolerance was 0.05 until microcosm#1418, whose routing of gilt interest out of dividend_income reshuffles the SPI channel's draws, and 0.055 until the savings follow-up (microcosm#1428, María's ruling of 2026-10-30). There the SPI donors' interest and other income, rebased to SPI's 2023-24 bands, feed the UC reporter redraw's investment-income predictor; the few SPI benefit units whose report changes move the stage's pool merging, which joins adjacent award bands until each pool rests on enough sources, and single people's GBP 1,000 to 1,100 band moves from a reachable pool into one whose DWP target exceeds the entitled units. On the spine of 2026-10-30 (667fe532a), single people's caseload ends 0.0568 of DWP's count further from it than before the redraw (0.0523 on the spine before, 5aba83cd2's), so 0.06 holds it with about 10,000 to spare; couples without children, couples with children and lone parents end closer than before by 0.55, 0.40 and 0.054 of their counts, and every family type's reachable pools realize DWP's count within 0.005. Pool boundaries that move with small upstream changes are a follow-up on microcosm#1334. The terminal take-up signal gate no longer measures would_claim_uc, whose rate is now set by award band and family type, not as one share of the age population."
+      "notes": "Stage-time gate over the Universal Credit take-up receipt (microcosm#1334): every reporter claims and no unit outside the draw changes; in each DWP family type the pools whose target is reachable realize DWP's calendar-2025 caseload within 0.055 of it at the stage's weights, Great Britain only, counting units the engine moves off their legacy benefits at their expected claim at the closure; and the family type's caseload is no further from DWP's than before the redraw, give or take 0.055 of DWP's count. The tolerance was 0.05 until microcosm#1418: routing gilt interest out of dividend_income reshuffles the SPI channel's draws. In the savings follow-up (microcosm#1428), small upstream changes moved single people's GBP 1,000 to 1,100 band into a pool whose DWP count exceeds its entitled units, and the family type's caseload ended 0.0568, then 0.0674, of DWP's count further from it than before the redraw. The stage now joins a pool that cannot meet its count to the adjacent pool with more room for its gap, so a family type's caseload lands on DWP's wherever its entitled units allow, and the tolerance stays at 0.055 (María's ruling of 2026-10-31). The terminal take-up signal gate no longer measures would_claim_uc, whose rate is now set by award band and family type, not as one share of the age population."
     },
     {
       "id": "uk_stage_pension_credit_take_up",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
index 65c2f558f1..d8a83e54c8 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
@@ -472,7 +472,7 @@
    "required_mass_change_reason": "Capital-gains incidence anchor moves the mass of non-liable clone households back to their paired originals until the sub-exempt and loss-making clone mass match the Advani-Summers reporter composition at the redrawn liable mass; every pair's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, the HMRC Table 3 redrawn gains on the spine and Advani-Summers capital-gains incidence"
@@ -495,7 +495,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, and Advani-Summers capital-gains incidence"
@@ -518,7 +518,7 @@
    "required_mass_change_reason": "Capital-gains residential split divides every household carrying liable gainers into arms weighted by the solved residential probabilities, one arm per subset of residential gainers; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative) on the amounts the Table 3 redraw placed"
@@ -540,7 +540,7 @@
    "required_mass_change_reason": "Capital-gains support split divides the wealthiest households of each HMRC Table 3 income band into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "HMRC Capital Gains Tax statistics, July 2026 release, Table 3 for 2024-25, via the vendored conditioning facts",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support and HMRC Capital Gains Tax statistics Table 3 (2024-25 individuals by size of gain and taxable income)"
@@ -569,7 +569,7 @@
    "required_mass_change_reason": "ETB public-services imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab, DfT rail fare index, and public NHS activity/cost table.",
     "survey": "Effects of Taxes and Benefits 1977-2024 and NHS age-gender public table"
@@ -589,7 +589,7 @@
    "required_mass_change_reason": "ETB VAT expenditure-rate imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab and cited VAT anchor resource.",
     "survey": "Effects of Taxes and Benefits 1977-2024"
@@ -611,7 +611,7 @@
    "required_mass_change_reason": "High-value home support divides every owner household in the top value stratum of its region into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "Microcosm structural operator (microcosm#1240 fix 1); no publisher input",
     "survey": "Family Resources Survey 2024-25 and SPI synthetic support, after the WAS wealth draw and the regional property uprating"
@@ -632,7 +632,7 @@
    "required_mass_change_reason": "CGT asset-type assignment on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative), Table 4.1 (individuals claiming Business Asset Disposal Relief or Investors' Relief by band of qualifying gain, 2024-25, administrative) and Table 7 (disposals, proceeds and gains by asset type, 2023-24, sample-based), vendored from the pinned Chronicle feed"
@@ -656,7 +656,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "conditioning_resource": "hmrc_cgt_conditioning_facts.json",
     "conditioning_resource_sha256": "f7425784231e1f6aa657d0f26fc02591d9523600eb12fce5d35becf5dabf7569",
@@ -746,7 +746,7 @@
     "full_frs_tei_band_unavailable"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "hmrc_surface": "2023-24",
     "mapped_build_period": "2024",
@@ -773,7 +773,7 @@
    "required_mass_change_reason": "ISA subscriptions per adult from HMRC's ISA tables on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "HMRC Individual Savings Account statistics Tables 9.4, 9.6 and 9.7 to 9.9, the cash ISA limit reduction impact note and Lifetime ISA Table 1a, via the vendored facts; Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "HMRC Annual savings statistics (September 2026 release); Wealth and Assets Survey round 8"
@@ -838,7 +838,7 @@
    "required_mass_change_reason": "LCFS consumption imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "UK Data Service SN 9603 Living Costs and Food Survey 2024-25 (2nd edition) household/person tabs and the vendored Chronicle facts for NEED 2024 mean kWh, DESNZ Energy Trends and QEP average prices paid for calendar 2024, road-fuel outturn (DESNZ, HMRC, ONS Consumer Trends) and road fuel by vehicle type (DESNZ), ONS Consumer Trends household spending by COICOP division, the DfT VEH1103 licensed-car stock, NTS bus use, and the DfT and devolved bus finance tables and fares indices.",
     "survey": "Living Costs and Food Survey 2024-25"
@@ -864,7 +864,7 @@
    "required_mass_change_reason": "NTS bus-travel imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "Department for Transport National Travel Survey, UK Data Service SN 5340 (End User Licence, 19th edition, November 2025), DOI 10.5255/UKDA-SN-5340-19; local licensed tab files (household, individual, trip); England residents only from 2013.",
     "survey": "National Travel Survey 2002-2024"
@@ -884,7 +884,7 @@
    "required_mass_change_reason": "Private-school attendance stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "policyengine-uk attends_private_school (the gov.simulation.private_school_vat attendance rates and factor), evaluated by the pinned engine",
     "survey": "policyengine-uk private-school attendance imputation, stored at the spine's weights"
@@ -907,7 +907,7 @@
     "property_finance_costs"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/property-rental-income-statistics",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Property Rental Income Statistics 2026 (tax year 2024-25)"
@@ -928,7 +928,7 @@
    "required_mass_change_reason": "Annual property purchases imputed on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/uk-stamp-tax-statistics",
     "survey": "HMRC Annual Stamp Tax Statistics 2024 to 2025 (corrected 11 March 2026), Tables 6b, 8a and 8b"
@@ -951,7 +951,7 @@
     "property_wealth"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "uk/high_value_home_value_knots.json, built by tools/build_uk_high_value_home_stock.py from PolicyEngine/chronicle#343's registrations",
     "survey": "HM Land Registry Price Paid latest sales uprated with the UK House Price Index, owner-weighted by region (the dense value node's knots, region level)"
@@ -975,7 +975,7 @@
     "non_residential_property_value"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "MHCLG dwellings and the UK House Price Index regional average price averaged over the twelve months of calendar 2024 from the July 2026 full file, the frame's valuation basis, so the engine's annual uprating from 2024 projects the value once (microcosm#1240 fix 5).",
     "survey": "Public regional property reference"
@@ -1003,7 +1003,7 @@
     "employment_income"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "HMRC, Salary sacrifice reform for pension contributions effective from 6 April 2029",
     "survey": "Family Resources Survey 2024-25 salary-sacrifice respondents and HMRC salary-sacrifice reform analysis"
@@ -1036,7 +1036,7 @@
     "household_source_id"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "Reserved SPI support households for the HMRC Table 2.5 total-income bands from GBP 200,000, stacked at the published band taxpayer count over the donors per band (PolicyEngine/chronicle#280 lane).",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Income Tax liabilities statistics July 2026 Table 2.5"
@@ -1058,7 +1058,7 @@
     "student_loan_plan"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "Explore Education Statistics Table 6a, Higher education total",
     "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
@@ -1080,7 +1080,7 @@
    "required_mass_change_reason": "WAS Lifetime ISA imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "Wealth and Assets Survey round 8"
@@ -1119,7 +1119,7 @@
    "required_mass_change_reason": "WAS wealth imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "0027c349c78f2c93bd4bcccfe307e52d8a3d0f5b26af7276c63b1070da481c82",
+   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed 2006-22 household tab.",
     "survey": "Wealth and Assets Survey round 8"
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 71bdc0a198..1bac6c6296 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -6189,7 +6189,7 @@
      "family_type": "two FRS claimant or partner roles make a couple; children are UC children or qualifying young people and other non-claimants under 20 (the calibration measure's uc_calibration_family_type)",
      "award_bands": "GBP 1,200 a year (DWP's GBP 100 a month), (1,200 i, 1,200 (i + 1)] in whole pence for i < 25, and above GBP 30,000",
      "targets": "DWP Stat-Xplore Households on Universal Credit by family type and monthly award band, mean of April to December 2025",
-     "pooling": "adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it",
+     "pooling": "adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it. Then, lowest first, a pool that cannot meet DWP's count (its undrawn entitled units' expected claims exceed the count, or the count exceeds them plus the weight of every drawn unit) joins the adjacent pool with more room for its gap, the lower on a tie, until every pool can meet its count or the family type is one pool",
      "minimum_pool_sources": 30,
      "drawn_units": "entitled, non-reporting units of the population that the engine does not move off their legacy benefits (legacy_benefits_closed) and that report none, since a legacy benefit the engine leaves in place ends once the unit claims UC",
      "undrawn_claims": "a reporter at 1, a moved unit at the claim probability uc_legacy_closure_take_up's rule gives it (dwp_move_to_uc_facts.json), a unit keeping income-related ESA at 0, any other at its stored flag",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index cec688b9a0..24c411a8e9 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -4994,7 +4994,7 @@ stages:
     family_type: two FRS claimant or partner roles make a couple; children are UC children or qualifying young people and other non-claimants under 20 (the calibration measure's uc_calibration_family_type)
     award_bands: GBP 1,200 a year (DWP's GBP 100 a month), (1,200 i, 1,200 (i + 1)] in whole pence for i < 25, and above GBP 30,000
     targets: DWP Stat-Xplore Households on Universal Credit by family type and monthly award band, mean of April to December 2025
-    pooling: adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it
+    pooling: adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it. Then, lowest first, a pool that cannot meet DWP's count (its undrawn entitled units' expected claims exceed the count, or the count exceeds them plus the weight of every drawn unit) joins the adjacent pool with more room for its gap, the lower on a tie, until every pool can meet its count or the family type is one pool
     minimum_pool_sources: 30
     drawn_units: entitled, non-reporting units of the population that the engine does not move off their legacy benefits (legacy_benefits_closed) and that report none, since a legacy benefit the engine leaves in place ends once the unit claims UC
     undrawn_claims: a reporter at 1, a moved unit at the claim probability uc_legacy_closure_take_up's rule gives it (dwp_move_to_uc_facts.json), a unit keeping income-related ESA at 0, any other at its stored flag
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_take_up.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_take_up.py
index 9d901698cc..e0e24af9b3 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_take_up.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_take_up.py
@@ -55,7 +55,7 @@
 
 from __future__ import annotations
 
-from collections.abc import Mapping, Sequence
+from collections.abc import Callable, Mapping, Sequence
 from dataclasses import dataclass, field
 from typing import Any
 
@@ -119,6 +119,7 @@
     "UC_TAKE_UP_ENTITLEMENT_VARIABLES",
     "UC_TAKE_UP_MINIMUM_POOL_SOURCES",
     "UC_TAKE_UP_OPERATION_KIND",
+    "UC_TAKE_UP_POOLING",
     "UC_TAKE_UP_RECORD_SETS",
     "UC_TAKE_UP_RESOURCE",
     "UC_TAKE_UP_STAGE_NAME",
@@ -187,6 +188,15 @@
     f"£{100 * _BOUND_BANDS}.01 or over",
 )
 UC_TAKE_UP_MINIMUM_POOL_SOURCES = 30
+UC_TAKE_UP_POOLING = (
+    "adjacent bands within a family type, lowest first, until the drawn units "
+    "rest on minimum_pool_sources distinct household_source_id values; a short "
+    "last pool joins the one before it. Then, lowest first, a pool that cannot "
+    "meet DWP's count (its undrawn entitled units' expected claims exceed the "
+    "count, or the count exceeds them plus the weight of every drawn unit) joins "
+    "the adjacent pool with more room for its gap, the lower on a tie, until "
+    "every pool can meet its count or the family type is one pool"
+)
 UC_TAKE_UP_RESIDUAL_RATE = (
     "(T - F) / D, clipped to [0, 1]; T DWP's calendar-2025 mean count of the "
     "pool's bands, D the weight of the pool's drawn units and F the expected "
@@ -332,6 +342,55 @@ def _pools(
     return pools
 
 
+def _join_unmet_pools(
+    pools: list[list[int]],
+    balance: Callable[[list[int]], tuple[float, float, float]],
+) -> list[list[int]]:
+    """Join, lowest first, each pool that cannot meet DWP's count to a neighbour.
+
+    ``balance`` gives a pool's DWP count ``T``, the expected claims ``F`` of its
+    undrawn entitled units and the weight ``D`` of its drawn units. A pool
+    cannot meet ``T`` when ``F`` already exceeds it or when ``T`` exceeds
+    ``F + D``; its clipped rate then leaves the family type's caseload off
+    DWP's by the gap, and which bands fall short moves with small upstream
+    changes (microcosm#1428). The pool joins the adjacent pool with more room
+    for its gap, the lower on a tie: the claims the neighbour's drawn units can
+    add beyond its own count (``F + D - T``) when the pool falls short, or the
+    drawn claims it can give up (``T - F``) when the pool overshoots. Joining
+    repeats until every pool can meet its count or the family type is one
+    pool, as a family type whose count exceeds all its entitled units stays.
+    """
+
+    pools = [list(bands) for bands in pools]
+    while len(pools) > 1:
+        sums = [balance(bands) for bands in pools]
+        unmet = next(
+            (
+                index
+                for index, (target, undrawn, drawn) in enumerate(sums)
+                if target < undrawn or target > undrawn + drawn
+            ),
+            None,
+        )
+        if unmet is None:
+            break
+        target, undrawn, drawn = sums[unmet]
+        short = target > undrawn + drawn
+        rooms = {
+            index: (
+                sums[index][1] + sums[index][2] - sums[index][0]
+                if short
+                else sums[index][0] - sums[index][1]
+            )
+            for index in (unmet - 1, unmet + 1)
+            if 0 <= index < len(pools)
+        }
+        partner = max(rooms.items(), key=lambda item: (item[1], -item[0]))[0]
+        low, high = sorted((unmet, partner))
+        pools[low : high + 1] = [pools[low] + pools[high]]
+    return pools
+
+
 def _realized_rate(
     residual: float, *, need: float, draws: np.ndarray, weights: np.ndarray
 ) -> float:
@@ -452,22 +511,35 @@ def assign_award_band_take_up(
     def sources(mask: np.ndarray) -> int:
         return distinct_count(source_ids, mask, weights)
 
+    def balance(
+        name: str, in_family: np.ndarray, bands: list[int]
+    ) -> tuple[float, float, float]:
+        solve = in_family & np.isin(band, bands) & gb
+        return (
+            float(sum(targets[(name, index)] for index in bands)),
+            float((weights * fixed)[solve & ~drawable].sum()),
+            float(weights[solve & drawable].sum()),
+        )
+
     pools: list[dict[str, object]] = []
     for name, _ in UC_FAMILY_TYPES:
         in_family = family == name
-        for bands in _pools(
-            band=band,
-            in_family=in_family,
-            drawable_gb=drawable & gb,
-            source_ids=source_ids,
-            weights=weights,
-            minimum_sources=minimum_pool_sources,
+        for bands in _join_unmet_pools(
+            _pools(
+                band=band,
+                in_family=in_family,
+                drawable_gb=drawable & gb,
+                source_ids=source_ids,
+                weights=weights,
+                minimum_sources=minimum_pool_sources,
+            ),
+            lambda bands, name=name, in_family=in_family: balance(
+                name, in_family, bands
+            ),
         ):
             in_pool = in_family & np.isin(band, bands)
             solve = in_pool & gb
-            target = float(sum(targets[(name, index)] for index in bands))
-            undrawn = float((weights * fixed)[solve & ~drawable].sum())
-            drawn = float(weights[solve & drawable].sum())
+            target, undrawn, drawn = balance(name, in_family, bands)
             # Where the undrawn claims reach DWP's count, or the count exceeds
             # every entitled unit, the clipped rate cannot meet it.
             if drawn > 0.0:
@@ -946,12 +1018,7 @@ def uc_take_up_operation_parameters() -> tuple[tuple[str, dict[str, object]], ..
                     "DWP Stat-Xplore Households on Universal Credit by family type "
                     "and monthly award band, mean of April to December 2025"
                 ),
-                "pooling": (
-                    "adjacent bands within a family type, lowest first, until the "
-                    "drawn units rest on minimum_pool_sources distinct "
-                    "household_source_id values; a short last pool joins the one "
-                    "before it"
-                ),
+                "pooling": UC_TAKE_UP_POOLING,
                 "minimum_pool_sources": UC_TAKE_UP_MINIMUM_POOL_SOURCES,
                 "drawn_units": (
                     "entitled, non-reporting units of the population that the "
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
index c3243951a5..54ea2e9c51 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
@@ -2322,11 +2322,12 @@ def family(dwp, before, after, reachable, realized):
             "reachable_pools_caseload_after": realized,
         }
 
-    # 0.05 until microcosm#1418, 0.055 until the savings follow-up (microcosm#1428).
+    # 0.05 until microcosm#1418; the savings follow-up (microcosm#1428) joins
+    # unmet pools instead of widening it.
     parameters = {
         "stage": "uc_take_up",
         "check": "uc_take_up",
-        "maximum_caseload_deviation": 0.06,
+        "maximum_caseload_deviation": 0.055,
     }
 
     def gate(families, **counts):
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_take_up.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_take_up.py
index ba9ed57c27..b9057fcf5b 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_take_up.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_take_up.py
@@ -233,9 +233,11 @@ def test_a_pool_nearer_zero_than_its_first_unit_draws_no_claimant() -> None:
     assert would_claim.tolist() == [True, False]
 
 
-def test_clipped_pools_are_flagged_unreachable() -> None:
-    # Band 0: reporters alone exceed DWP's count, so no drawn unit claims.
-    # Band 2: DWP's count exceeds every entitled unit, so all of them claim.
+def test_a_family_type_that_cannot_meet_its_count_is_flagged_unreachable() -> None:
+    # Band 0: reporters alone exceed DWP's count; band 2: the count exceeds
+    # every entitled unit. Neither pool can meet its count, so they join
+    # (microcosm#1428), and the joined pool still falls short: every drawn
+    # unit claims.
     award = np.asarray([100.0] * 4 + [3_000.0] * 4)
     reporter = np.asarray([True, True, True, False, False, False, False, False])
     would_claim, receipt = _assign(
@@ -246,38 +248,78 @@ def test_clipped_pools_are_flagged_unreachable() -> None:
         source_ids=np.arange(8),
         minimum_pool_sources=1,
     )
-    assert would_claim.tolist() == [True, True, True, False, True, True, True, True]
+    assert would_claim.all()
+    (pool,) = [pool for pool in receipt["pools"] if pool["family_type"] == "SINGLE"]
+    assert pool["bands"] == list(UC_AWARD_BAND_LABELS)
+    assert pool["target_unreachable"] == "<10"
+    assert all("rate" not in pool for pool in receipt["pools"])
+    # With ten or more sources behind a pool the flag says which side it is
+    # on: the singles' reporters exceed their count, and the couples' count
+    # exceeds every entitled unit.
+    family = np.asarray(["SINGLE"] * 12 + ["COUPLE_NO_CHILDREN"] * 12, dtype=object)
+    _, receipt = _assign(
+        award=np.asarray([100.0] * 12 + [3_000.0] * 12),
+        family=family,
+        reporter=np.asarray([True] * 12 + [False] * 12),
+        targets=_targets(SINGLE_0=2.0, COUPLE_NO_CHILDREN_2=50.0),
+        minimum_pool_sources=1,
+    )
     flags = {
-        tuple(pool["bands"]): pool["target_unreachable"]
+        pool["family_type"]: pool["target_unreachable"]
         for pool in receipt["pools"]
-        if pool["family_type"] == "SINGLE"
+        if pool["family_type"] in {"SINGLE", "COUPLE_NO_CHILDREN"}
     }
-    assert flags[(UC_AWARD_BAND_LABELS[0],)] == "<10"
-    pools = receipt["pools"]
-    assert all("rate" not in pool for pool in pools)
-    # With ten or more sources behind a pool the flag says which side it is on.
-    many = np.asarray([100.0] * 12 + [3_000.0] * 12)
+    assert flags == {
+        "SINGLE": "undrawn_claims_reach_target",
+        "COUPLE_NO_CHILDREN": "target_exceeds_entitled",
+    }
+    # No pool is reachable, so the gate's reachable totals are empty.
+    assert receipt["families"]["SINGLE"]["reachable_pools_dwp_caseload"] == 0.0
+
+
+def test_a_pool_that_cannot_meet_its_count_joins_the_neighbour_with_more_room() -> None:
+    # Band 0: four drawn units and a count of 3 (one claim to spare); band 2:
+    # two drawn units and a count of 5 (three short); band 4: ten drawn units
+    # and a count of 5 (five to spare). Band 2's pool joins band 4's, which
+    # has more room, band 0 keeps its own, and the singles land on DWP's 13
+    # (microcosm#1428).
+    award = np.asarray([600.0] * 4 + [3_000.0] * 2 + [5_500.0] * 10)
+    would_claim, receipt = _assign(
+        award=award, targets=_targets(SINGLE_0=3.0, SINGLE_2=5.0, SINGLE_4=5.0)
+    )
+    assert [
+        pool["bands"] for pool in receipt["pools"] if pool["family_type"] == "SINGLE"
+    ] == [[UC_AWARD_BAND_LABELS[0]], list(UC_AWARD_BAND_LABELS[1:])]
+    assert int(would_claim[:4].sum()) == 3
+    assert int(would_claim[4:].sum()) == 10
+    single = receipt["families"]["SINGLE"]
+    assert single["caseload_after"] == pytest.approx(13.0)
+    assert single["reachable_pools_dwp_caseload"] == pytest.approx(13.0)
+    # On equal room the lower neighbour takes the pool.
+    award = np.asarray([600.0] * 3 + [3_000.0] + [5_500.0] * 3)
     _, receipt = _assign(
-        award=many,
-        reporter=np.asarray([True] * 10 + [False] * 14),
-        targets=_targets(SINGLE_0=2.0, SINGLE_2=50.0),
-        minimum_pool_sources=1,
+        award=award, targets=_targets(SINGLE_0=1.0, SINGLE_2=2.0, SINGLE_4=1.0)
     )
+    assert [
+        pool["bands"] for pool in receipt["pools"] if pool["family_type"] == "SINGLE"
+    ] == [list(UC_AWARD_BAND_LABELS[:3]), list(UC_AWARD_BAND_LABELS[3:])]
 
-    # Band 1 holds no unit, so it pools with band 2, and the empty bands above
-    # join that pool.
-    def flag(label):
-        return next(
-            pool["target_unreachable"]
-            for pool in receipt["pools"]
-            if pool["family_type"] == "SINGLE" and label in pool["bands"]
-        )
 
-    assert flag(UC_AWARD_BAND_LABELS[0]) == "undrawn_claims_reach_target"
-    assert flag(UC_AWARD_BAND_LABELS[2]) == "target_exceeds_entitled"
-    single = receipt["families"]["SINGLE"]
-    # No pool is reachable, so the gate's reachable totals are empty.
-    assert single["reachable_pools_dwp_caseload"] == 0.0
+def test_a_pool_whose_reporters_overshoot_joins_one_with_drawn_claims() -> None:
+    # Band 0: three reporters, one drawn unit and a count of 1 (two over);
+    # band 2: six drawn units and a count of 4. The joined pool's seven drawn
+    # units carry the two claims DWP's 5 leaves after the reporters.
+    award = np.asarray([600.0] * 4 + [3_000.0] * 6)
+    reporter = np.asarray([True] * 3 + [False] * 7)
+    would_claim, receipt = _assign(
+        award=award, reporter=reporter, targets=_targets(SINGLE_0=1.0, SINGLE_2=4.0)
+    )
+    assert would_claim[:3].all()
+    assert int(would_claim[3:].sum()) == 2
+    assert [
+        pool["bands"] for pool in receipt["pools"] if pool["family_type"] == "SINGLE"
+    ] == [list(UC_AWARD_BAND_LABELS)]
+    assert receipt["families"]["SINGLE"]["caseload_after"] == pytest.approx(5.0)
 
 
 def test_undrawn_units_keep_their_flag_and_count_at_their_expected_claim() -> None:
diff --git a/packages/microcosm-data/src/microcosm/data/contract.py b/packages/microcosm-data/src/microcosm/data/contract.py
index e75f0abf7e..0cc27a7725 100644
--- a/packages/microcosm-data/src/microcosm/data/contract.py
+++ b/packages/microcosm-data/src/microcosm/data/contract.py
@@ -451,13 +451,13 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
 # fingerprint derives from the manifest digest. Editing the spec moves all
 # three here in the same reviewed change.
 _UK_GATE_BATTERY_POLICY_SHA256 = (
-    "0fd1b0957de69ecd8df1f1d4f5bd546b968a31ef0235b572a9f585aabc2837dd"
+    "29c866ba365999cfd39a5ddceb94e159396759e575a8ac99de619e3f03525653"
 )
 _UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "5aed4520e068f88eb3016890e58384d1b0ccd0f7df1df1d907f976399f44e57e"
+    "e8be5fdad3bd421d251123fc9a518f84c845937ae225ca8a4a2ea26be1fa7f6d"
 )
 _UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "d24b179da4d9a940be83a09da9e7d6bd51ffa1bd91b8f9d786ed5ca2835225dc"
+    "d02b24f26a0f33a507b70d0cea047333278d0cdc952c765342943d42bcc74cf8"
 )
 #: Spec entry id -> the legacy gate name whose observable detail checks
 #: apply unchanged (the battery re-keys the report by entry id; the gate
@@ -964,10 +964,10 @@ def _uk_line_cut_tag_re(release_id: str) -> re.Pattern[str] | None:
 _UK_CERTIFICATION_PART_DIGESTS: Mapping[str, Mapping[str, str]] = {
     "spine": {
         "gates_manifest_sha256": (
-            "a2939994c03c48423f0dbe305bfad8972ef65487234f9b4e86eb6b086bcb817a"
+            "f8ba93bf165c3aa67b7b1893161d1e517ad36f27b52eb4c5b224f150fca05657"
         ),
         "policy_sha256": (
-            "2b25addb7675b200e816169b49d3cfe5ac6430b78845af9536fda4718226087a"
+            "390a79297f7817def126c7805f492328c447e6a0d6d376dc8b946b98b9f96725"
         ),
     },
     "calibration_seam": {
diff --git a/packages/microcosm-data/tests/engine_free/shared/test_contract.py b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
index 04c9ade1f7..648d44be4e 100644
--- a/packages/microcosm-data/tests/engine_free/shared/test_contract.py
+++ b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
@@ -220,13 +220,13 @@ def _trusted_terminal_gate_signing_key(monkeypatch) -> None:
 UK_GATE_BATTERY_PRODUCER = "microcosm.build.gate_battery"
 UK_GATE_BATTERY_SIGNING_KEY_ENV = "MICROCOSM_UK_TERMINAL_GATE_SIGNING_KEY"
 UK_GATE_BATTERY_POLICY_SHA256 = (
-    "0fd1b0957de69ecd8df1f1d4f5bd546b968a31ef0235b572a9f585aabc2837dd"
+    "29c866ba365999cfd39a5ddceb94e159396759e575a8ac99de619e3f03525653"
 )
 UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "5aed4520e068f88eb3016890e58384d1b0ccd0f7df1df1d907f976399f44e57e"
+    "e8be5fdad3bd421d251123fc9a518f84c845937ae225ca8a4a2ea26be1fa7f6d"
 )
 UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "d24b179da4d9a940be83a09da9e7d6bd51ffa1bd91b8f9d786ed5ca2835225dc"
+    "d02b24f26a0f33a507b70d0cea047333278d0cdc952c765342943d42bcc74cf8"
 )
 UK_GATE_BATTERY_DEGENERATE_EVIDENCE_SHA256 = (
     "f246388de42654dd68dbbb40c42282001b5b0a8bf48976162bcb1199085cb1d3"
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
index b1f403b99c..eeda6609c7 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
@@ -7135,7 +7135,7 @@
           "minimum_pool_sources": 30,
           "not_drawn": "keeps its stored flag, except a unit keeping income-related ESA, which claims none",
           "output": "would_claim_uc",
-          "pooling": "adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it",
+          "pooling": "adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it. Then, lowest first, a pool that cannot meet DWP's count (its undrawn entitled units' expected claims exceed the count, or the count exceeds them plus the weight of every drawn unit) joins the adjacent pool with more room for its gap, the lower on a tie, until every pool can meet its count or the family type is one pool",
           "population": "uc_age_eligible",
           "residual_rate": "(T - F) / D, clipped to [0, 1]; T DWP's calendar-2025 mean count of the pool's bands, D the weight of the pool's drawn units and F the expected claims of its other entitled units, over Great Britain at the stage's household weights; realized by the drawn units claiming in the order of their uniform until their weight is nearest T - F, and applied at that uniform to Northern Ireland's drawn units too",
           "seed": 0,
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index 35b949a3bb..5251bdd260 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"770d3dd64aa5259d41b77ccebe5c2e2391500a63bccaf0d11defe322fa710922","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"fdf572b7d163a1c14a8351e821087437ccc4b228434d72e640e94dc9151bbc90","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"770d3dd64aa5259d41b77ccebe5c2e2391500a63bccaf0d11defe322fa710922","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"8323227c614289f0aca067f8cf9beeb7cb32fc5745debde5851262fab77cedd2","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}

From bc5adc97cf9ef3ca5ac874362a73e90ad0e39aee Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:22:17 +0000
Subject: [PATCH 20/44] Name the pay floor's annual paid hours paid_hours

hours / 52 * weeks_in_year is a year's paid hours, not weeks (Vahid's
review of #1426).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../src/microcosm/build/uk_runtime/spi_income.py       | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index e39b7b5c72..29e5b6024c 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -898,7 +898,7 @@ def employee_rows(
         return frame, hours, pay, employee & (hours > 0.0) & (pay > 0.0)
 
     candidates, hours, pay, eligible = employee_rows(rows)
-    paid_weeks = hours / WEEKS_IN_YEAR * floor.weeks_in_year
+    paid_hours = hours / WEEKS_IN_YEAR * floor.weeks_in_year
     minimum_wage = floor.hourly_rate(candidates["age"].to_numpy(dtype=np.float64))
     twin = pd.to_numeric(twin_pay.reindex(candidates.index), errors="coerce").to_numpy(
         dtype=np.float64
@@ -907,9 +907,9 @@ def employee_rows(
         raise ValueError("SPI pay floor needs the FRS twin's pay of every drawn row.")
     with np.errstate(divide="ignore", invalid="ignore"):
         twin_rate = np.where(
-            (twin > 0.0) & (paid_weeks > 0.0), twin / paid_weeks, np.inf
+            (twin > 0.0) & (paid_hours > 0.0), twin / paid_hours, np.inf
         )
-    minimum = paid_weeks * np.minimum(minimum_wage, twin_rate)
+    minimum = paid_hours * np.minimum(minimum_wage, twin_rate)
     floored = eligible & (pay < minimum)
     uplift = np.where(floored, minimum - pay, 0.0)
     floored_pay = np.where(floored, minimum, pay)
@@ -967,8 +967,8 @@ def below_share(
         total = float(frame_weights[among].sum())
         return float(frame_weights[among & below].sum()) / total if total else 0.0
 
-    below_before = pay < paid_weeks * minimum_wage
-    below_after = floored_pay < paid_weeks * minimum_wage
+    below_before = pay < paid_hours * minimum_wage
+    below_after = floored_pay < paid_hours * minimum_wage
     # The rows the floor lifts out from under the minimum wage are the
     # difference of the two shares, so both are withheld beside a small one.
     lifted_out = eligible & below_before & ~below_after

From d68eb5cbb67993191d0aa7e09dbedf6cefac70a5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:25:07 +0000
Subject: [PATCH 21/44] Give the UC take-up gate's reachable pools their own
 tolerance

uk_stage_uc_take_up's one tolerance bounded two checks: how far a family
type's caseload may move from DWP's across the redraw, which the SPI pay
floor needs at 0.12, and how closely the reachable pools realize DWP's
count, which the draw meets within 0.0015. The pools now keep 0.055 as
maximum_reachable_pool_deviation while maximum_caseload_deviation stays at
0.12 until the UC award fix of microcosm#1095 (Vahid's review of #1426).
The gate battery and spine-part digests are re-pinned.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1095-uk-uc-take-up-gate-0-12.changed.md     |  2 +-
 .../src/microcosm/build/uk/gates.json           |  5 +++--
 .../build/uk_runtime/battery_bindings.py        |  1 +
 .../microcosm/build/uk_runtime/stage_health.py  | 17 ++++++++++++-----
 .../engine_free/uk/test_uk_stage_health.py      |  7 +++++++
 .../src/microcosm/data/contract.py              | 10 +++++-----
 .../tests/engine_free/shared/test_contract.py   |  6 +++---
 7 files changed, 32 insertions(+), 16 deletions(-)

diff --git a/changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md b/changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md
index ef8305d50b..d4b654f293 100644
--- a/changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md
+++ b/changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md
@@ -1 +1 @@
-The UK Universal Credit take-up stage gate (`uk_stage_uc_take_up`) allows each family type's caseload 0.12 of DWP's count, up from 0.055, until the UC award fix of microcosm#1095 lands (María's ruling of 2026-10-29). The SPI employment pay floor (uk-data#629) gives fewer low-paid SPI copies Universal Credit, so single people's caseload before the take-up redraw falls close to DWP's, and the redraw's usual downward move, which leaves single people a little below the spine without the floor after it, reads as about twice the old allowance. The one tolerance also bounds the reachable pools, which realize DWP's count far more closely. The contract re-pins the gate battery's policy, manifest and fingerprint digests and the release certification's spine part.
+The UK Universal Credit take-up stage gate (`uk_stage_uc_take_up`) allows each family type's caseload 0.12 of DWP's count, up from 0.055, until the UC award fix of microcosm#1095 lands (María's ruling of 2026-10-29). The SPI employment pay floor (uk-data#629) gives fewer low-paid SPI copies Universal Credit, so single people's caseload before the take-up redraw falls close to DWP's, and the redraw's usual downward move, which leaves single people a little below the spine without the floor after it, reads as about twice the old allowance. The reachable pools, which the draw realizes within 0.0015 of DWP's count, keep a tolerance of their own at 0.055 (`maximum_reachable_pool_deviation`), so the wider allowance does not loosen that check. The contract re-pins the gate battery's policy, manifest and fingerprint digests and the release certification's spine part.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/gates.json b/packages/microcosm-build/src/microcosm/build/uk/gates.json
index 4979213c6b..c5897b32d6 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/gates.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/gates.json
@@ -649,9 +649,10 @@
       "parameters": {
         "stage": "uc_take_up",
         "check": "uc_take_up",
-        "maximum_caseload_deviation": 0.12
+        "maximum_caseload_deviation": 0.12,
+        "maximum_reachable_pool_deviation": 0.055
       },
-      "notes": "Stage-time gate over the Universal Credit take-up receipt (microcosm#1334): every reporter claims and no unit outside the draw changes; in each DWP family type the pools whose target is reachable realize DWP's calendar-2025 caseload within 0.12 of it at the stage's weights, Great Britain only, counting units the engine moves off their legacy benefits at their expected claim at the closure; and the family type's caseload is no further from DWP's than before the redraw, give or take 0.12 of DWP's count. The tolerance was 0.05 until microcosm#1418: routing gilt interest out of dividend_income reshuffles the SPI channel's draws. On the spine of 2026-10-28 (da944f12c), single people's caseload ends 0.0523 of DWP's count further from it than before the redraw (0.0486 on the spine before, 3c0d11b6's), so 0.055 holds it with about 8,000 to spare; couples without children, lone parents and couples with children end closer than before by 0.53, 0.054 and 0.42 of their counts, and every family type's reachable pools realize DWP's count within 0.0015. It is 0.12 from the SPI employment pay floor (uk-data#629) until the UC award fix of microcosm#1095 lands, when it returns to 0.055 (María's ruling of 2026-10-29): the floor gives fewer low-paid SPI copies UC, so single people's caseload before the redraw falls close to DWP's, and the redraw's usual downward move reads as about twice 0.055 of DWP's count, while after the redraw single people end a little below the spine without the floor, all in the middle award range. The shortfall of middle and higher awards that the redraw cannot fill is the award fix's. The terminal take-up signal gate no longer measures would_claim_uc, whose rate is now set by award band and family type, not as one share of the age population."
+      "notes": "Stage-time gate over the Universal Credit take-up receipt (microcosm#1334): every reporter claims and no unit outside the draw changes; in each DWP family type the pools whose target is reachable realize DWP's calendar-2025 caseload within 0.055 of it at the stage's weights (maximum_reachable_pool_deviation), Great Britain only, counting units the engine moves off their legacy benefits at their expected claim at the closure; and the family type's caseload is no further from DWP's than before the redraw, give or take 0.12 of DWP's count (maximum_caseload_deviation). The tolerance was 0.05 until microcosm#1418: routing gilt interest out of dividend_income reshuffles the SPI channel's draws. On the spine of 2026-10-28 (da944f12c), single people's caseload ends 0.0523 of DWP's count further from it than before the redraw (0.0486 on the spine before, 3c0d11b6's), so 0.055 holds it with about 8,000 to spare; couples without children, lone parents and couples with children end closer than before by 0.53, 0.054 and 0.42 of their counts, and every family type's reachable pools realize DWP's count within 0.0015. maximum_caseload_deviation is 0.12 from the SPI employment pay floor (uk-data#629) until the UC award fix of microcosm#1095 lands, when it returns to 0.055 (María's ruling of 2026-10-29); the reachable pools keep 0.055 throughout, as the draw realizes them within 0.0015: the floor gives fewer low-paid SPI copies UC, so single people's caseload before the redraw falls close to DWP's, and the redraw's usual downward move reads as about twice 0.055 of DWP's count, while after the redraw single people end a little below the spine without the floor, all in the middle award range. The shortfall of middle and higher awards that the redraw cannot fill is the award fix's. The terminal take-up signal gate no longer measures would_claim_uc, whose rate is now set by award band and family type, not as one share of the age population."
     },
     {
       "id": "uk_stage_pension_credit_take_up",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/battery_bindings.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/battery_bindings.py
index ab3aebe849..e395355d8a 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/battery_bindings.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/battery_bindings.py
@@ -2089,6 +2089,7 @@ def _ledger_compile_parity_required_artifacts(
                 "minimum_entitled_units",
                 # microcosm#1334 uc_take_up stage-health check.
                 "maximum_caseload_deviation",
+                "maximum_reachable_pool_deviation",
                 # frs_annual_income_spells stage-health check.
                 "pay_concept_ratio_bounds",
                 "annual_over_current_earners_bounds",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/stage_health.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/stage_health.py
index 0708bdb17a..f273f4ece5 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/stage_health.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/stage_health.py
@@ -1476,9 +1476,12 @@ def _uc_take_up_gate(
 
     Every reporter claims and no unit outside the draw changes. Over a family
     type's pools whose target the draw can reach, the realized Great Britain
-    caseload is within ``maximum_caseload_deviation`` of DWP's count, and the
-    family type's whole caseload is no further from DWP's than before the
-    redraw, give or take that share of DWP's count. A family type whose
+    caseload is within ``maximum_reachable_pool_deviation`` of DWP's count, and
+    the family type's whole caseload is no further from DWP's than before the
+    redraw, give or take ``maximum_caseload_deviation`` of DWP's count. The two
+    are separate, so that widening the second for what a stage before the
+    redraw does to the caseload leaves the first as tight as the draw achieves.
+    A family type whose
     caseload rests on fewer than three sources, which the receipt prints "<3",
     is flagged unchecked, never failed: a small-cell rule never stops a build
     (María's ruling of 2026-10-26).
@@ -1489,6 +1492,10 @@ def _uc_take_up_gate(
         parameters["maximum_caseload_deviation"],
         label=f"{stage}.maximum_caseload_deviation",
     )
+    pool_tolerance = _finite_number(
+        parameters["maximum_reachable_pool_deviation"],
+        label=f"{stage}.maximum_reachable_pool_deviation",
+    )
     failures: list[str] = []
     details: dict[str, object] = {}
     for key in ("reporters_not_claiming", "changed_outside_draw"):
@@ -1529,11 +1536,11 @@ def _uc_take_up_gate(
         realized = _finite_number(
             values["reachable_pools_caseload_after"], label=f"{stage}.{name}"
         )
-        if target > 0.0 and abs(realized - target) > tolerance * target:
+        if target > 0.0 and abs(realized - target) > pool_tolerance * target:
             failures.append(
                 f"{stage}: family type {name} realizes {realized:,.0f} against "
                 f"DWP's {target:,.0f} over its reachable pools (tolerance "
-                f"{tolerance})."
+                f"{pool_tolerance})."
             )
         if abs(after - dwp) > abs(before - dwp) + tolerance * dwp:
             failures.append(
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
index ce6c01211c..b20f3a9fce 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
@@ -2324,10 +2324,12 @@ def family(dwp, before, after, reachable, realized):
 
     # 0.05 until microcosm#1418, 0.055 until the SPI pay floor (uk-data#629),
     # 0.12 until microcosm#1095's UC award fix (María's ruling of 2026-10-29).
+    # The reachable pools keep 0.055 (Vahid's review of #1426).
     parameters = {
         "stage": "uc_take_up",
         "check": "uc_take_up",
         "maximum_caseload_deviation": 0.12,
+        "maximum_reachable_pool_deviation": 0.055,
     }
 
     def gate(families, **counts):
@@ -2356,6 +2358,11 @@ def gate(families, **counts):
     assert not gate(
         {**good, "SINGLE": family(3_000.0, 3_300.0, 3_020.0, 2_500.0, 2_900.0)}
     ).passed
+    # The pools keep their own tolerance: 8% off fails although the caseload
+    # may move 0.12 of DWP's count.
+    assert not gate(
+        {**good, "SINGLE": family(3_000.0, 3_300.0, 3_020.0, 2_500.0, 2_700.0)}
+    ).passed
     # The family type moves further from DWP than before.
     assert not gate(
         {**good, "LONE_PARENT": family(2_100.0, 1_400.0, 1_100.0, 0.0, 0.0)}
diff --git a/packages/microcosm-data/src/microcosm/data/contract.py b/packages/microcosm-data/src/microcosm/data/contract.py
index 7428b95208..80e66d3fc5 100644
--- a/packages/microcosm-data/src/microcosm/data/contract.py
+++ b/packages/microcosm-data/src/microcosm/data/contract.py
@@ -451,13 +451,13 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
 # fingerprint derives from the manifest digest. Editing the spec moves all
 # three here in the same reviewed change.
 _UK_GATE_BATTERY_POLICY_SHA256 = (
-    "bb2e9e4270cb11001de2c8b73bf52992229ca514226a35c34becab1e2888e863"
+    "ca2ba927082e8b7c4bea71a0950de76ead5d4487682746df43982e44e49405c9"
 )
 _UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "f3f524c29d6d006b7fffbfe552b7ce65f7b173543eaf6ac5911515e130ea3354"
+    "780d992ae19b3fc7fa03968a61e356e04d692e10a7ea76c27716ffcefac5d549"
 )
 _UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "0510abd06297323ee5acd15b3b74131d61bd2f26b51889cf54cbec3d05c1ea32"
+    "ec91790d6d86c4ac4e748dfb0cc51998e2e3f307bb6427fde48bfd38ad10acf9"
 )
 #: Spec entry id -> the legacy gate name whose observable detail checks
 #: apply unchanged (the battery re-keys the report by entry id; the gate
@@ -976,10 +976,10 @@ def _uk_line_cut_tag_re(release_id: str) -> re.Pattern[str] | None:
 _UK_CERTIFICATION_PART_DIGESTS: Mapping[str, Mapping[str, str]] = {
     "spine": {
         "gates_manifest_sha256": (
-            "b9f35c4c4c6a39563b5bae8de5724666c2d7a2b422f7592705fe7cd54d0d7d4a"
+            "40f58db686565a836e2f100fc4f2ea2b705ea25e715a8d91a46f9bfe9530121e"
         ),
         "policy_sha256": (
-            "3ab8dd0e1b0cf41ac6572d351f7f8557ba5f0acf2edd76123d784381b93109f8"
+            "12830ff61f3fe76388e47f9df60fc0ddaee7509ab2ce854b116bbb92308ac4c1"
         ),
     },
     "calibration_seam": {
diff --git a/packages/microcosm-data/tests/engine_free/shared/test_contract.py b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
index ac5a27ddbd..f591b7ec27 100644
--- a/packages/microcosm-data/tests/engine_free/shared/test_contract.py
+++ b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
@@ -220,13 +220,13 @@ def _trusted_terminal_gate_signing_key(monkeypatch) -> None:
 UK_GATE_BATTERY_PRODUCER = "microcosm.build.gate_battery"
 UK_GATE_BATTERY_SIGNING_KEY_ENV = "MICROCOSM_UK_TERMINAL_GATE_SIGNING_KEY"
 UK_GATE_BATTERY_POLICY_SHA256 = (
-    "bb2e9e4270cb11001de2c8b73bf52992229ca514226a35c34becab1e2888e863"
+    "ca2ba927082e8b7c4bea71a0950de76ead5d4487682746df43982e44e49405c9"
 )
 UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "f3f524c29d6d006b7fffbfe552b7ce65f7b173543eaf6ac5911515e130ea3354"
+    "780d992ae19b3fc7fa03968a61e356e04d692e10a7ea76c27716ffcefac5d549"
 )
 UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "0510abd06297323ee5acd15b3b74131d61bd2f26b51889cf54cbec3d05c1ea32"
+    "ec91790d6d86c4ac4e748dfb0cc51998e2e3f307bb6427fde48bfd38ad10acf9"
 )
 UK_GATE_BATTERY_DEGENERATE_EVIDENCE_SHA256 = (
     "f246388de42654dd68dbbb40c42282001b5b0a8bf48976162bcb1199085cb1d3"

From f3540cbc63a099a3854d143020f606ced2cf62b7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:27:37 +0000
Subject: [PATCH 22/44] Store the self-employed's gross receipts for the
 trading allowance
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

María's choice of 2026-10-31 (microcosm#1428). policyengine-uk applies
the trading allowance against self_employment_gross_receipts, which
neither the FRS nor the SPI tape records. Without receipts it relieved
profits up to the allowance in full and nothing above. So the Budget's
raise to GBP 3,000 missed its main base, the traders who already claim
the GBP 1,000 allowance against larger receipts.

- A new last spine stage, trading_allowance_receipts, flags each trader
  with a positive profit as a claimant, drawn on their own person_id:
  0.64 for profits up to GBP 4,500, 0.32 from GBP 4,500 to GBP 9,000,
  none above.
- It stores receipts of profit plus GBP 1,000 for a claimant, exact
  under current law, and profit plus GBP 3,000 for any other trader
  (expenses at the raised allowance; the costing books switchers as
  behaviour). A person with no positive profit keeps zero.
- The rates are calibrated to HMRC's policy paper (about 400,000
  taxpayers with a lower bill, about GBP 380 on average) until HMRC
  publishes claimant counts.
- Every trader with a positive profit is treated as filing, as the
  bound Table 3.10 counts are of filers. So a profit of GBP 1,000 or
  less is now taxed.
- Wiring:
  - the operation kind in the stage schema and the allowed kinds;
  - the stage in sources.yaml and source_stages.json, with its mass
    receipt;
  - the graph reads and cell, the kernel modules, the spine build and
    fixture implementations, and the coverage manifest family.
- self_employment_gross_receipts leaves UK_ENGINE_DEFAULT_INPUTS and
  joins the export surface's allowed columns (terminal_gates and
  gates.json), so the data contract's gate digests follow.
- Tests: the stage's own, and the rosters (51 stages). The H2 fixture
  follows.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1428-trading-allowance-receipts.added.md  |   1 +
 .../src/microcosm/build/source_manifest.py    |   2 +
 .../spec_engine/schema/sources.schema.json    |  69 ++++
 .../src/microcosm/build/uk/gates.json         |   1 +
 .../uk/release_input_coverage_manifest.json   |  66 ++--
 .../src/microcosm/build/uk/source_stages.json |  46 +++
 .../src/microcosm/build/uk/spec/sources.yaml  |  30 ++
 .../src/microcosm/build/uk_runtime/graph.py   |   6 +
 .../build/uk_runtime/graph_kernels.py         |   8 +
 .../microcosm/build/uk_runtime/spine_build.py |   9 +
 .../build/uk_runtime/terminal_gates.py        |   3 +
 .../uk_runtime/trading_allowance_receipts.py  | 362 ++++++++++++++++++
 .../uk/test_uk_release_input_coverage.py      |   1 +
 .../engine_free/shared/test_country_spec.py   |   5 +-
 .../tests/engine_free/uk/test_uk_graph.py     |   5 +-
 .../engine_free/uk/test_uk_source_stages.py   |   8 +-
 .../uk/test_uk_spine_acceptance_receipt.py    |   6 +-
 .../uk/test_uk_trading_allowance_receipts.py  | 145 +++++++
 .../src/microcosm/data/contract.py            |  10 +-
 .../tests/engine_free/shared/test_contract.py |   6 +-
 .../adapters/policyengine_uk_concepts.py      |  12 -
 .../parity/uk_spine/sources/fixture.json      |  48 +++
 .../fixtures/parity/uk_spine/uk_spine.json    |   2 +-
 ...uild_uk_release_input_coverage_manifest.py |   4 +
 tools/graph_uk_spine_fixture.py               |   8 +-
 25 files changed, 811 insertions(+), 52 deletions(-)
 create mode 100644 changelog.d/1428-trading-allowance-receipts.added.md
 create mode 100644 packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py
 create mode 100644 packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py

diff --git a/changelog.d/1428-trading-allowance-receipts.added.md b/changelog.d/1428-trading-allowance-receipts.added.md
new file mode 100644
index 0000000000..7d427d1059
--- /dev/null
+++ b/changelog.d/1428-trading-allowance-receipts.added.md
@@ -0,0 +1 @@
+A new last spine stage, `trading_allowance_receipts`, stores the self-employed's gross receipts (`self_employment_gross_receipts`), so policyengine-uk applies the trading allowance against receipts as the law does (#1428; María's choice of 2026-10-31). Neither the FRS nor the SPI tape records turnover. Without receipts the engine relieved profits up to the allowance in full and nothing above it, so a rise in the allowance missed its main base: traders who already claim the £1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus £1,000 exactly. Each trader with a positive profit is flagged as a claimant with probability 0.64 for profits up to £4,500, 0.32 from £4,500 to £9,000 and none above, drawn on their own `person_id`. A claimant's receipts are their profit plus £1,000; any other trader's are their profit plus £3,000, expenses at the raised allowance, since the costing books traders who switch to the allowance as behaviour. The rates are calibrated to HMRC's policy paper (about 400,000 taxpayers with a lower bill, by about £380 on average) until HMRC publishes claimant counts. Every trader with a positive profit is treated as filing, as the Table 3.10 counts the calibration binds are of filers, so a profit of £1,000 or less is now taxed where the engine used to relieve it in full. `self_employment_gross_receipts` leaves the register of engine inputs left at their default and joins the export surface's allowed columns. The stage spec and schema, the graph and kernel wiring, the spine build, the coverage manifest, the H2 fixture and the data contract's gate digests follow.
diff --git a/packages/microcosm-build/src/microcosm/build/source_manifest.py b/packages/microcosm-build/src/microcosm/build/source_manifest.py
index 00d13a4cf5..36f979185b 100644
--- a/packages/microcosm-build/src/microcosm/build/source_manifest.py
+++ b/packages/microcosm-build/src/microcosm/build/source_manifest.py
@@ -58,6 +58,8 @@
         "assign_student_loan_plan_cohorts",
         "assign_main_asset_type",
         "assign_trips_from_band_means",
+        # microcosm#1428: the self-employed's gross receipts.
+        "assign_trading_allowance_receipts",
         "assign_uniform_draw",
         "aggregate_person_to_benunit",
         "allocate_per_capita_from_cell_table",
diff --git a/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json b/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
index 51b7208ffa..d40dfeaf13 100644
--- a/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
+++ b/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
@@ -6612,6 +6612,75 @@
       }
      }
     },
+    {
+     "type": "object",
+     "additionalProperties": false,
+     "required": [
+      "kind",
+      "output",
+      "profit",
+      "draw",
+      "seed",
+      "claimant_bands",
+      "claimant_expenses",
+      "other_expenses",
+      "calibration",
+      "rule"
+     ],
+     "properties": {
+      "kind": {
+       "const": "assign_trading_allowance_receipts"
+      },
+      "output": {
+       "type": "string"
+      },
+      "profit": {
+       "type": "string"
+      },
+      "draw": {
+       "type": "string"
+      },
+      "seed": {
+       "type": "integer"
+      },
+      "claimant_bands": {
+       "type": "array",
+       "minItems": 1,
+       "items": {
+        "type": "object",
+        "additionalProperties": false,
+        "required": [
+         "rate"
+        ],
+        "properties": {
+         "upper_inclusive": {
+          "type": "number",
+          "exclusiveMinimum": 0
+         },
+         "rate": {
+          "type": "number",
+          "minimum": 0,
+          "maximum": 1
+         }
+        }
+       }
+      },
+      "claimant_expenses": {
+       "type": "number",
+       "minimum": 0
+      },
+      "other_expenses": {
+       "type": "number",
+       "minimum": 0
+      },
+      "calibration": {
+       "type": "string"
+      },
+      "rule": {
+       "type": "string"
+      }
+     }
+    },
     {
      "type": "object",
      "additionalProperties": false,
diff --git a/packages/microcosm-build/src/microcosm/build/uk/gates.json b/packages/microcosm-build/src/microcosm/build/uk/gates.json
index ab25d57dc4..2e0c927100 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/gates.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/gates.json
@@ -1251,6 +1251,7 @@
           "person.private_pension_income_annual_share",
           "person.self_employment_income_annual_share",
           "person.self_employment_income_other_spells",
+          "person.self_employment_gross_receipts",
           "person.esa_health_condition_proxy",
           "person.esa_includes_support_component",
           "person.esa_support_group_proxy",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
index d8a83e54c8..85806b2a46 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
@@ -472,7 +472,7 @@
    "required_mass_change_reason": "Capital-gains incidence anchor moves the mass of non-liable clone households back to their paired originals until the sub-exempt and loss-making clone mass match the Advani-Summers reporter composition at the redrawn liable mass; every pair's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, the HMRC Table 3 redrawn gains on the spine and Advani-Summers capital-gains incidence"
@@ -495,7 +495,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, and Advani-Summers capital-gains incidence"
@@ -518,7 +518,7 @@
    "required_mass_change_reason": "Capital-gains residential split divides every household carrying liable gainers into arms weighted by the solved residential probabilities, one arm per subset of residential gainers; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative) on the amounts the Table 3 redraw placed"
@@ -540,7 +540,7 @@
    "required_mass_change_reason": "Capital-gains support split divides the wealthiest households of each HMRC Table 3 income band into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "HMRC Capital Gains Tax statistics, July 2026 release, Table 3 for 2024-25, via the vendored conditioning facts",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support and HMRC Capital Gains Tax statistics Table 3 (2024-25 individuals by size of gain and taxable income)"
@@ -569,7 +569,7 @@
    "required_mass_change_reason": "ETB public-services imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab, DfT rail fare index, and public NHS activity/cost table.",
     "survey": "Effects of Taxes and Benefits 1977-2024 and NHS age-gender public table"
@@ -589,7 +589,7 @@
    "required_mass_change_reason": "ETB VAT expenditure-rate imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab and cited VAT anchor resource.",
     "survey": "Effects of Taxes and Benefits 1977-2024"
@@ -611,7 +611,7 @@
    "required_mass_change_reason": "High-value home support divides every owner household in the top value stratum of its region into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "Microcosm structural operator (microcosm#1240 fix 1); no publisher input",
     "survey": "Family Resources Survey 2024-25 and SPI synthetic support, after the WAS wealth draw and the regional property uprating"
@@ -632,7 +632,7 @@
    "required_mass_change_reason": "CGT asset-type assignment on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative), Table 4.1 (individuals claiming Business Asset Disposal Relief or Investors' Relief by band of qualifying gain, 2024-25, administrative) and Table 7 (disposals, proceeds and gains by asset type, 2023-24, sample-based), vendored from the pinned Chronicle feed"
@@ -656,7 +656,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "conditioning_resource": "hmrc_cgt_conditioning_facts.json",
     "conditioning_resource_sha256": "f7425784231e1f6aa657d0f26fc02591d9523600eb12fce5d35becf5dabf7569",
@@ -746,7 +746,7 @@
     "full_frs_tei_band_unavailable"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "hmrc_surface": "2023-24",
     "mapped_build_period": "2024",
@@ -773,7 +773,7 @@
    "required_mass_change_reason": "ISA subscriptions per adult from HMRC's ISA tables on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "HMRC Individual Savings Account statistics Tables 9.4, 9.6 and 9.7 to 9.9, the cash ISA limit reduction impact note and Lifetime ISA Table 1a, via the vendored facts; Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "HMRC Annual savings statistics (September 2026 release); Wealth and Assets Survey round 8"
@@ -838,7 +838,7 @@
    "required_mass_change_reason": "LCFS consumption imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "UK Data Service SN 9603 Living Costs and Food Survey 2024-25 (2nd edition) household/person tabs and the vendored Chronicle facts for NEED 2024 mean kWh, DESNZ Energy Trends and QEP average prices paid for calendar 2024, road-fuel outturn (DESNZ, HMRC, ONS Consumer Trends) and road fuel by vehicle type (DESNZ), ONS Consumer Trends household spending by COICOP division, the DfT VEH1103 licensed-car stock, NTS bus use, and the DfT and devolved bus finance tables and fares indices.",
     "survey": "Living Costs and Food Survey 2024-25"
@@ -864,7 +864,7 @@
    "required_mass_change_reason": "NTS bus-travel imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "Department for Transport National Travel Survey, UK Data Service SN 5340 (End User Licence, 19th edition, November 2025), DOI 10.5255/UKDA-SN-5340-19; local licensed tab files (household, individual, trip); England residents only from 2013.",
     "survey": "National Travel Survey 2002-2024"
@@ -884,7 +884,7 @@
    "required_mass_change_reason": "Private-school attendance stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "policyengine-uk attends_private_school (the gov.simulation.private_school_vat attendance rates and factor), evaluated by the pinned engine",
     "survey": "policyengine-uk private-school attendance imputation, stored at the spine's weights"
@@ -907,7 +907,7 @@
     "property_finance_costs"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/property-rental-income-statistics",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Property Rental Income Statistics 2026 (tax year 2024-25)"
@@ -928,7 +928,7 @@
    "required_mass_change_reason": "Annual property purchases imputed on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/uk-stamp-tax-statistics",
     "survey": "HMRC Annual Stamp Tax Statistics 2024 to 2025 (corrected 11 March 2026), Tables 6b, 8a and 8b"
@@ -951,7 +951,7 @@
     "property_wealth"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "uk/high_value_home_value_knots.json, built by tools/build_uk_high_value_home_stock.py from PolicyEngine/chronicle#343's registrations",
     "survey": "HM Land Registry Price Paid latest sales uprated with the UK House Price Index, owner-weighted by region (the dense value node's knots, region level)"
@@ -975,7 +975,7 @@
     "non_residential_property_value"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "MHCLG dwellings and the UK House Price Index regional average price averaged over the twelve months of calendar 2024 from the July 2026 full file, the frame's valuation basis, so the engine's annual uprating from 2024 projects the value once (microcosm#1240 fix 5).",
     "survey": "Public regional property reference"
@@ -1003,7 +1003,7 @@
     "employment_income"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "HMRC, Salary sacrifice reform for pension contributions effective from 6 April 2029",
     "survey": "Family Resources Survey 2024-25 salary-sacrifice respondents and HMRC salary-sacrifice reform analysis"
@@ -1036,7 +1036,7 @@
     "household_source_id"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "Reserved SPI support households for the HMRC Table 2.5 total-income bands from GBP 200,000, stacked at the published band taxpayer count over the donors per band (PolicyEngine/chronicle#280 lane).",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Income Tax liabilities statistics July 2026 Table 2.5"
@@ -1058,7 +1058,7 @@
     "student_loan_plan"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "Explore Education Statistics Table 6a, Higher education total",
     "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
@@ -1066,6 +1066,26 @@
    "stage": "student_loans",
    "status": "required_at_build"
   },
+  "trading_allowance_receipts": {
+   "base_candidate_sha256": "f17306ccb2aad7ff0130be3589b560afb2e2a12a943570911cd0c77f07934833",
+   "base_candidate_tier": "frs",
+   "effective_mass_requirements": {},
+   "mass_change_semantics": "mass_conserving",
+   "output_weight_kind": "importance",
+   "outputs": [
+    "self_employment_gross_receipts"
+   ],
+   "required_mass_change_reason": "Self-employed gross receipts stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
+   "rewrites": [],
+   "source_manifest": "source_stages.json",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_vintages": {
+    "source": "self_employment_income after the SPI income stage; HMRC's published gainers of the raise to GBP 3,000, about 400,000 taxpayers with a lower bill by about GBP 380 on average",
+    "survey": "The self-employed's own profit on the final spine, and HMRC's policy paper on the Budget 2026 trading allowance raise (calibration)"
+   },
+   "stage": "trading_allowance_receipts",
+   "status": "required_at_build"
+  },
   "was_lisa": {
    "base_candidate_sha256": "f17306ccb2aad7ff0130be3589b560afb2e2a12a943570911cd0c77f07934833",
    "base_candidate_tier": "frs",
@@ -1080,7 +1100,7 @@
    "required_mass_change_reason": "WAS Lifetime ISA imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "Wealth and Assets Survey round 8"
@@ -1119,7 +1139,7 @@
    "required_mass_change_reason": "WAS wealth imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "5bb226f3d8392a8b3d6a12ee5c61cd7f978834e4a2d649435f4928cf27a1cc91",
+   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed 2006-22 household tab.",
     "survey": "Wealth and Assets Survey round 8"
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 1bac6c6296..db9bc0e583 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -7712,6 +7712,52 @@
    "source": "HMRC Individual Savings Account statistics Tables 9.4, 9.6 and 9.7 to 9.9, the cash ISA limit reduction impact note and Lifetime ISA Table 1a, via the vendored facts; Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
    "stage": "isa_subscriptions",
    "survey": "HMRC Annual savings statistics (September 2026 release); Wealth and Assets Survey round 8"
+  },
+  {
+   "stage": "trading_allowance_receipts",
+   "survey": "The self-employed's own profit on the final spine, and HMRC's policy paper on the Budget 2026 trading allowance raise (calibration)",
+   "source": "self_employment_income after the SPI income stage; HMRC's published gainers of the raise to GBP 3,000, about 400,000 taxpayers with a lower bill by about GBP 380 on average",
+   "grain": "person",
+   "operations": [
+    {
+     "kind": "assign_trading_allowance_receipts",
+     "output": "self_employment_gross_receipts",
+     "profit": "self_employment_income",
+     "draw": "trading_allowance_claimant",
+     "seed": 0,
+     "claimant_bands": [
+      {
+       "upper_inclusive": 4500.0,
+       "rate": 0.64
+      },
+      {
+       "upper_inclusive": 9000.0,
+       "rate": 0.32
+      },
+      {
+       "rate": 0.0
+      }
+     ],
+     "claimant_expenses": 1000.0,
+     "other_expenses": 3000.0,
+     "calibration": "HMRC's policy paper on the Budget 2026 trading allowance raise: about 400,000 taxpayers with a lower bill, by about GBP 380 on average, on the microcosm#1428 national b441bb5a0's final weights at 2028-29 prices, until HMRC publishes claimant counts (María's choice of 2026-10-31)",
+     "rule": "a person with a positive self_employment_income claims the allowance where their uniform falls below their profit band's rate; a claimant's receipts are their profit plus claimant_expenses, any other trader's their profit plus other_expenses, and a person with no positive profit keeps zero"
+    },
+    {
+     "kind": "record_mass_conservation_receipt",
+     "entity": "household",
+     "reason": "Self-employed gross receipts stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
+     "declared_factor": 1.0,
+     "gate_coupling": "The terminal family gate requires a valid mass-conserving MassChangeRecord carrying exactly this stage-specific reason."
+    }
+   ],
+   "outputs": [
+    "self_employment_gross_receipts"
+   ],
+   "nonnegative_outputs": [
+    "self_employment_gross_receipts"
+   ],
+   "notes": "The last spine stage (microcosm#1428). policyengine-uk applies the trading allowance against self_employment_gross_receipts, which neither the FRS nor the SPI tape records; without receipts a rise in the allowance relieves only profits up to the new allowance, in full, and misses its main base, the traders who already claim the GBP 1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus GBP 1,000 exactly. Each trader with a positive profit is flagged a claimant at their profit band's rate, drawn on their own person_id: a claimant's receipts are their profit plus GBP 1,000, any other trader's their profit plus GBP 3,000 (expenses at the raised allowance, so the raise does not relieve them; the costing books switchers as behaviour), and a person with no positive profit keeps zero, which the engine reads as unknown. Every trader with a positive profit is treated as filing, as SPI Table 3.10's counts, which bind the frame's traders, are of filers, so a profit of GBP 1,000 or less is now taxed where the engine used to relieve it in full. The rates are calibrated to HMRC's policy paper until HMRC publishes claimant counts. The engine uprates receipts with profit, so a claimant's GBP 1,000 grows with the mixed income index and the raise relieves slightly less than GBP 2,000 more in later years."
   }
  ]
 }
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index 24c411a8e9..390d1308bc 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -6197,3 +6197,33 @@ stages:
   - stocks_and_shares_isa_subscriptions
   - lifetime_isa_payments
   notes: 'Imputes ISA subscriptions per adult by type, and the per-person ISA balances, on the final spine (microcosm#1415). Each household''s was_wealth cash and stocks-and-shares ISA totals are split across its adults by the holding pattern of a WAS round-8 donor household with the same number of adults, so person balances sum exactly to the household totals, which are unchanged. Subscribers in 2023-24 are adults aged 18 or over in households holding the type, raked by class (cash only, stocks and shares only, both) to Table 9.7''s income bands, Table 9.8''s age and sex and Table 9.9''s regions and selected by keyed walks, the both class first. Amounts follow Table 9.7''s subscription bands within each income band and class, uniform inside a band and exactly GBP 20,000 at the top; the both class splits each person''s amount by their balance shares, shifted so the class''s stocks-and-shares total is Table 9.4''s 2023-24 stocks-and-shares amount less the stocks-and-shares-only payments. People grow to 2024-25 by Table 9.4''s account growth (an upper bound on people, as from 6 April 2024 a person may pay into several ISAs of one type), and amounts scale to Table 9.4''s 2024-25 amounts per type, holding subscribers already at the GBP 20,000 overall limit and moving combined amounts between GBP 18,000 (Table 9.7''s last band floor below the limit) and the limit on a line up to it, so a factor below one leaves no empty range under the limit (María''s rulings of 29 October 2026): Table 9.7''s cash bands sit above Table 9.4, and growing that excess by Table 9.4''s ratio against the limit pushed the subscribers below it far up. Every Lifetime ISA holder aged 18 to 47 (the ages that can hold one in 2024-25) with room under the overall limit pays in, amounts in (0, GBP 4,000] drawn to Table 9.4''s 2024-25 Lifetime ISA amount. No ISA fact is a calibration target: binding the cells the stage draws to would be circular, so the reviewed fence keeps them measured only.'
+- stage: trading_allowance_receipts
+  survey: The self-employed's own profit on the final spine, and HMRC's policy paper on the Budget 2026 trading allowance raise (calibration)
+  source: self_employment_income after the SPI income stage; HMRC's published gainers of the raise to GBP 3,000, about 400,000 taxpayers with a lower bill by about GBP 380 on average
+  grain: person
+  operations:
+  - kind: assign_trading_allowance_receipts
+    output: self_employment_gross_receipts
+    profit: self_employment_income
+    draw: trading_allowance_claimant
+    seed: 0
+    claimant_bands:
+    - upper_inclusive: 4500.0
+      rate: 0.64
+    - upper_inclusive: 9000.0
+      rate: 0.32
+    - rate: 0.0
+    claimant_expenses: 1000.0
+    other_expenses: 3000.0
+    calibration: 'HMRC''s policy paper on the Budget 2026 trading allowance raise: about 400,000 taxpayers with a lower bill, by about GBP 380 on average, on the microcosm#1428 national b441bb5a0''s final weights at 2028-29 prices, until HMRC publishes claimant counts (María''s choice of 2026-10-31)'
+    rule: a person with a positive self_employment_income claims the allowance where their uniform falls below their profit band's rate; a claimant's receipts are their profit plus claimant_expenses, any other trader's their profit plus other_expenses, and a person with no positive profit keeps zero
+  - kind: record_mass_conservation_receipt
+    entity: household
+    reason: 'Self-employed gross receipts stored on the source spine: household weights pass through unchanged and total household mass is conserved.'
+    declared_factor: 1.0
+    gate_coupling: The terminal family gate requires a valid mass-conserving MassChangeRecord carrying exactly this stage-specific reason.
+  outputs:
+  - self_employment_gross_receipts
+  nonnegative_outputs:
+  - self_employment_gross_receipts
+  notes: 'The last spine stage (microcosm#1428). policyengine-uk applies the trading allowance against self_employment_gross_receipts, which neither the FRS nor the SPI tape records; without receipts a rise in the allowance relieves only profits up to the new allowance, in full, and misses its main base, the traders who already claim the GBP 1,000 allowance against larger receipts. Under current law a claimant''s receipts are their profit plus GBP 1,000 exactly. Each trader with a positive profit is flagged a claimant at their profit band''s rate, drawn on their own person_id: a claimant''s receipts are their profit plus GBP 1,000, any other trader''s their profit plus GBP 3,000 (expenses at the raised allowance, so the raise does not relieve them; the costing books switchers as behaviour), and a person with no positive profit keeps zero, which the engine reads as unknown. Every trader with a positive profit is treated as filing, as SPI Table 3.10''s counts, which bind the frame''s traders, are of filers, so a profit of GBP 1,000 or less is now taxed where the engine used to relieve it in full. The rates are calibrated to HMRC''s policy paper until HMRC publishes claimant counts. The engine uprates receipts with profit, so a claimant''s GBP 1,000 grows with the mixed income index and the raise relieves slightly less than GBP 2,000 more in later years.'
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
index 02351c6a56..aa0a223630 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
@@ -605,6 +605,9 @@
             ("household", "stocks_and_shares_isa"),
         }
     ),
+    # The gross receipts are drawn on each person's final self-employment
+    # profit (microcosm#1428).
+    "trading_allowance_receipts": frozenset({("person", "self_employment_income")}),
     # The copies' childcare re-draw reads every household's clone path (the
     # lineage columns of each copy stage) and keeps the native units' cells:
     # an open surface, like the other take-up redraws.
@@ -1219,6 +1222,9 @@ def _cells(
             "lifetime_isa_payments",
         ),
     ),
+    "trading_allowance_receipts": (
+        _Cell("person", "self_employment_gross_receipts", "float64"),
+    ),
     "childcare_copy_take_up": (
         *_cells(
             "benunit",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph_kernels.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph_kernels.py
index d89bd216fe..1f7e6bb2f3 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph_kernels.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph_kernels.py
@@ -135,6 +135,7 @@
     "student_loans": "student_loans",
     "private_school_attendance": "private_school_attendance",
     "isa_subscriptions": "isa_subscriptions",
+    "trading_allowance_receipts": "trading_allowance_receipts",
     "childcare_copy_take_up": "childcare_copy_take_up",
     "age_tail": "age_tail",
 }
@@ -230,6 +231,9 @@
         hmrc_isa_statistics,
         receipt_counts,
     ),
+    # The claimant draw is keyed on identity and its receipt rounds its
+    # support (microcosm#1428).
+    "trading_allowance_receipts": (receipt_counts, stochastic_assignment),
     # The copies' childcare re-draw draws through frs_take_up's childcare
     # helper and reads each household's clone path.
     "childcare_copy_take_up": (frs_take_up, household_lineage),
@@ -582,6 +586,7 @@ def _fixture_implementations(source: Path) -> Mapping[str, object]:
     )
     from .student_loans import UKStudentLoansStageTransform
     from .take_up_contract import load_uk_take_up_contract
+    from .trading_allowance_receipts import UKTradingAllowanceReceiptsStageTransform
     from .uc_capital_coherence import UKUCCapitalCoherenceStageTransform
     from .uc_deduction_attributes import UKUCDeductionAttributesStageTransform
     from .uc_reporter_redraw import UKUCReporterRedrawStageTransform
@@ -847,6 +852,9 @@ def _fixture_implementations(source: Path) -> Mapping[str, object]:
                 donor_household=was,
                 donor_person=was_person,
             ),
+            "trading_allowance_receipts": UKTradingAllowanceReceiptsStageTransform(
+                stage=stages["trading_allowance_receipts"]
+            ),
             "childcare_copy_take_up": UKChildcareCopyTakeUpStageTransform(
                 contract=contract, stage=stages["childcare_copy_take_up"]
             ),
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spine_build.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spine_build.py
index add5eaa2d4..b1e7184161 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spine_build.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spine_build.py
@@ -203,6 +203,9 @@
 from microcosm.build.uk_runtime.staging import UK_STAGING_REPOSITORY
 from microcosm.build.uk_runtime.student_loans import UKStudentLoansStageTransform
 from microcosm.build.uk_runtime.take_up_contract import load_uk_take_up_contract
+from microcosm.build.uk_runtime.trading_allowance_receipts import (
+    UKTradingAllowanceReceiptsStageTransform,
+)
 from microcosm.build.uk_runtime.uc_capital_coherence import (
     UKUCCapitalCoherenceStageTransform,
 )
@@ -1910,6 +1913,12 @@ def prepare_uk_spine_execution(
             contract=stochastic_contract,
             stage=stages_by_name["childcare_copy_take_up"],
         )
+    if "trading_allowance_receipts" in stage_names:
+        implementations["trading_allowance_receipts"] = (
+            UKTradingAllowanceReceiptsStageTransform(
+                stage=stages_by_name["trading_allowance_receipts"]
+            )
+        )
     if "age_tail" in stage_names:
         implementations["age_tail"] = UKAgeTailStageTransform(
             stage=stages_by_name["age_tail"]
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py
index 075ef0c8b4..f6b0e71774 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py
@@ -306,6 +306,9 @@ def __post_init__(self) -> None:
     "person.private_pension_income_annual_share",
     "person.self_employment_income_annual_share",
     "person.self_employment_income_other_spells",
+    # The self-employed's gross receipts for the trading allowance, which the
+    # enhanced FRS leaves at the engine's zero (microcosm#1428).
+    "person.self_employment_gross_receipts",
     "person.esa_health_condition_proxy",
     "person.esa_includes_support_component",
     "person.esa_support_group_proxy",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py
new file mode 100644
index 0000000000..e37ff9d2a3
--- /dev/null
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py
@@ -0,0 +1,362 @@
+"""Self-employed gross receipts for the trading allowance (microcosm#1428).
+
+policyengine-uk applies the trading allowance (ITTOIA 2005 Part 7A) against a
+trader's gross receipts, ``self_employment_gross_receipts``. Neither the FRS
+nor the SPI tape records turnover. Without receipts the engine treats a profit
+within the allowance as receipts within it (full relief) and a larger profit
+as already reflecting the better of expenses and the allowance (no relief). A
+rise in the allowance then relieves only profits up to the new allowance, in
+full, and misses its main base: traders who already claim the GBP 1,000
+allowance against larger receipts and gain the larger deduction.
+
+Under current law a trader who claims the allowance deducts GBP 1,000 from
+receipts in place of expenses, so their receipts are their profit plus
+GBP 1,000 exactly; a trader who deducts actual expenses has expenses above
+GBP 1,000. This stage, the last of the spine, flags each trader with a
+positive profit as a claimant with a probability by profit band, drawn on
+their own ``person_id``, and stores their receipts:
+
+* a claimant's are their profit plus GBP 1,000;
+* any other trader's are their profit plus GBP 3,000, expenses at the raised
+  allowance, so that the raise does not relieve them (the costing books the
+  traders who would switch to the allowance as behaviour);
+* a person with no positive profit keeps zero, which the engine reads as
+  unknown.
+
+The engine then gives a claimant nothing more at GBP 1,000 and up to
+GBP 2,000 more at GBP 3,000, and any other trader nothing at either. Every
+trader with a positive profit is treated as filing, as SPI Table 3.10's
+counts, which bind the frame's traders, are of filers. So a profit of GBP 1,000
+or less is now taxed where the engine used to relieve it in full.
+
+Until HMRC publishes claimant counts, the rates are calibrated to HMRC's
+policy paper on the Budget 2026 raise (about 400,000 taxpayers with a lower
+bill, by about GBP 380 on average) on the #1428 national b441bb5a0, at
+2028-29 prices (María's choice of 2026-10-31). The engine uprates receipts
+with profit, so a claimant's GBP 1,000 grows with the mixed income index, and
+the raise relieves slightly less than GBP 2,000 more in later years.
+"""
+
+from __future__ import annotations
+
+from collections.abc import Mapping
+from dataclasses import dataclass, field
+
+import numpy as np
+import pandas as pd
+
+from microcosm.build.source_manifest import SourceStageSpec
+from microcosm.build.stochastic_assignment import stable_identity_uniforms
+from microcosm.build.uk_runtime.national_frame import (
+    uk_household_weight_kind,
+    uk_national_frame,
+    uk_time_period,
+    validate_uk_national_frame,
+)
+from microcosm.build.uk_runtime.receipt_counts import (
+    distinct_count,
+    rounded_count,
+    small_cell_share,
+    source_household_ids,
+    support_band,
+)
+from microcosm.frame import Frame, MassChangeRecord
+
+__all__ = [
+    "TRADING_ALLOWANCE_CLAIMANT_BANDS",
+    "TRADING_ALLOWANCE_RECEIPTS_OUTPUT",
+    "TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME",
+    "UKTradingAllowanceReceiptsStageTransform",
+    "assign_trading_allowance_receipts",
+    "claimant_rates",
+    "store_trading_allowance_receipts",
+]
+
+TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME = "trading_allowance_receipts"
+TRADING_ALLOWANCE_RECEIPTS_OUTPUT = "self_employment_gross_receipts"
+TRADING_ALLOWANCE_PROFIT = "self_employment_income"
+TRADING_ALLOWANCE_CLAIMANT_DRAW = "trading_allowance_claimant"
+TRADING_ALLOWANCE_CLAIMANT_SEED = 0
+#: The allowance a claimant deducts in place of expenses (2024-25).
+TRADING_ALLOWANCE_CLAIMANT_EXPENSES = 1_000.0
+#: Any other trader's expenses: at the raised allowance, which then gives them
+#: nothing.
+TRADING_ALLOWANCE_OTHER_EXPENSES = 3_000.0
+#: The claimant probability by the person's profit, upper bounds inclusive,
+#: over profits above zero; the last band has no upper bound.
+TRADING_ALLOWANCE_CLAIMANT_BANDS: tuple[tuple[float | None, float], ...] = (
+    (4_500.0, 0.64),
+    (9_000.0, 0.32),
+    (None, 0.0),
+)
+TRADING_ALLOWANCE_CALIBRATION = (
+    "HMRC's policy paper on the Budget 2026 trading allowance raise: about "
+    "400,000 taxpayers with a lower bill, by about GBP 380 on average, on the "
+    "microcosm#1428 national b441bb5a0's final weights at 2028-29 prices, "
+    "until HMRC publishes claimant counts (María's choice of 2026-10-31)"
+)
+TRADING_ALLOWANCE_RECEIPTS_MASS_CHANGE_REASON = (
+    "Self-employed gross receipts stored on the source spine: household weights "
+    "pass through unchanged and total household mass is conserved."
+)
+_MASS_GATE_COUPLING = (
+    "The terminal family gate requires a valid mass-conserving MassChangeRecord "
+    "carrying exactly this stage-specific reason."
+)
+TRADING_ALLOWANCE_RECEIPTS_RULE = (
+    "a person with a positive self_employment_income claims the allowance "
+    "where their uniform falls below their profit band's rate; a claimant's "
+    "receipts are their profit plus claimant_expenses, any other trader's their "
+    "profit plus other_expenses, and a person with no positive profit keeps zero"
+)
+
+
+def _expected_operations() -> tuple[tuple[str, Mapping[str, object]], ...]:
+    bands: list[dict[str, object]] = []
+    for upper, rate in TRADING_ALLOWANCE_CLAIMANT_BANDS:
+        band: dict[str, object] = {"rate": rate}
+        if upper is not None:
+            band = {"upper_inclusive": upper, **band}
+        bands.append(band)
+    return (
+        (
+            "assign_trading_allowance_receipts",
+            {
+                "output": TRADING_ALLOWANCE_RECEIPTS_OUTPUT,
+                "profit": TRADING_ALLOWANCE_PROFIT,
+                "draw": TRADING_ALLOWANCE_CLAIMANT_DRAW,
+                "seed": TRADING_ALLOWANCE_CLAIMANT_SEED,
+                "claimant_bands": bands,
+                "claimant_expenses": TRADING_ALLOWANCE_CLAIMANT_EXPENSES,
+                "other_expenses": TRADING_ALLOWANCE_OTHER_EXPENSES,
+                "calibration": TRADING_ALLOWANCE_CALIBRATION,
+                "rule": TRADING_ALLOWANCE_RECEIPTS_RULE,
+            },
+        ),
+        (
+            "record_mass_conservation_receipt",
+            {
+                "entity": "household",
+                "reason": TRADING_ALLOWANCE_RECEIPTS_MASS_CHANGE_REASON,
+                "declared_factor": 1.0,
+                "gate_coupling": _MASS_GATE_COUPLING,
+            },
+        ),
+    )
+
+
+def claimant_rates(profit: np.ndarray) -> np.ndarray:
+    """Each person's claimant probability by their profit band (zero at none)."""
+
+    profit = np.asarray(profit, dtype=np.float64)
+    rates = np.zeros(profit.shape, dtype=np.float64)
+    lower = 0.0
+    for upper, rate in TRADING_ALLOWANCE_CLAIMANT_BANDS:
+        in_band = profit > lower
+        if upper is not None:
+            in_band &= profit <= upper
+        rates[in_band] = rate
+        if upper is None:
+            break
+        lower = upper
+    return rates
+
+
+def assign_trading_allowance_receipts(
+    person_ids: np.ndarray,
+    profit: np.ndarray,
+    *,
+    seed: int = TRADING_ALLOWANCE_CLAIMANT_SEED,
+    salt: str = TRADING_ALLOWANCE_CLAIMANT_DRAW,
+) -> tuple[np.ndarray, np.ndarray]:
+    """Each person's gross receipts and claimant flag."""
+
+    profit = np.asarray(profit, dtype=np.float64)
+    ids = np.asarray(person_ids)
+    if ids.shape != profit.shape:
+        raise ValueError("Trading allowance person ids must align to the profits.")
+    if not np.isfinite(profit).all():
+        raise ValueError("Trading allowance profits must be finite.")
+    trader = profit > 0.0
+    claimant = np.zeros(profit.shape, dtype=bool)
+    if trader.any():
+        uniforms = stable_identity_uniforms(ids[trader], seed=seed, salt=salt)
+        claimant[trader] = uniforms < claimant_rates(profit[trader])
+    receipts = np.where(
+        claimant,
+        profit + TRADING_ALLOWANCE_CLAIMANT_EXPENSES,
+        np.where(trader, profit + TRADING_ALLOWANCE_OTHER_EXPENSES, 0.0),
+    )
+    return receipts, claimant
+
+
+@dataclass(frozen=True)
+class UKTradingAllowanceReceiptsResult:
+    """The frame with the stored receipts, and the stage's receipt."""
+
+    frame: Frame
+    traders: int
+    claimants: int
+    bands: tuple[Mapping[str, object], ...]
+
+    def evidence(self) -> dict[str, object]:
+        return {
+            "stage": TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME,
+            "seed": TRADING_ALLOWANCE_CLAIMANT_SEED,
+            "draw": TRADING_ALLOWANCE_CLAIMANT_DRAW,
+            # Record counts are rounded, never exact (UKDS CD137 cl. 8).
+            "traders": rounded_count(self.traders),
+            "claimants": rounded_count(self.claimants),
+            "bands": [dict(band) for band in self.bands],
+        }
+
+
+@dataclass(frozen=True)
+class UKTradingAllowanceReceiptsStageTransform:
+    """Whole-stage callable storing the self-employed's gross receipts."""
+
+    stage: SourceStageSpec
+    last_result: UKTradingAllowanceReceiptsResult | None = field(
+        default=None, init=False
+    )
+
+    def __call__(self, frame: Frame) -> Frame:
+        _assert_stage_parameters(self.stage)
+        result = store_trading_allowance_receipts(frame)
+        object.__setattr__(self, "last_result", result)
+        return result.frame
+
+    @staticmethod
+    def output_columns() -> tuple[str, ...]:
+        return (TRADING_ALLOWANCE_RECEIPTS_OUTPUT,)
+
+    def checkpoint_metadata(self) -> dict[str, object]:
+        if self.last_result is None:
+            raise RuntimeError("checkpoint metadata requires a completed stage run.")
+        return {"evidence": self.last_result.evidence()}
+
+
+def store_trading_allowance_receipts(frame: Frame) -> UKTradingAllowanceReceiptsResult:
+    """Store each person's gross receipts; nothing else moves."""
+
+    validate_uk_national_frame(frame)
+    person = frame.table("person").copy()
+    household = frame.table("household").copy()
+    if TRADING_ALLOWANCE_RECEIPTS_OUTPUT in person.columns:
+        raise ValueError(
+            f"{TRADING_ALLOWANCE_RECEIPTS_OUTPUT!r} is already stored: this stage "
+            "is its only writer."
+        )
+    if TRADING_ALLOWANCE_PROFIT not in person.columns:
+        raise KeyError(
+            f"person.{TRADING_ALLOWANCE_PROFIT} is missing; the receipts are "
+            "drawn on the final self-employment profit."
+        )
+    if pd.Series(person["person_id"]).duplicated().any():
+        raise ValueError(
+            "person_id must be unique: the trading allowance draw is keyed on it."
+        )
+    profit = pd.to_numeric(person[TRADING_ALLOWANCE_PROFIT], errors="raise")
+    receipts, claimant = assign_trading_allowance_receipts(
+        person["person_id"].to_numpy(), profit.to_numpy(dtype=np.float64)
+    )
+    person[TRADING_ALLOWANCE_RECEIPTS_OUTPUT] = receipts
+
+    household_weights = frame.weights_for("household")
+    weight_by_household = dict(
+        zip(
+            household["household_id"].to_numpy(),
+            np.asarray(household_weights.values, dtype=float),
+            strict=True,
+        )
+    )
+    source_by_household = dict(
+        zip(
+            household["household_id"].to_numpy(),
+            source_household_ids(
+                household, stage=TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME
+            ),
+            strict=True,
+        )
+    )
+    weights = person["person_household_id"].map(weight_by_household).to_numpy(float)
+    sources = person["person_household_id"].map(source_by_household).to_numpy()
+    rates = claimant_rates(profit.to_numpy(dtype=np.float64))
+    trader = profit.to_numpy(dtype=np.float64) > 0.0
+    bands: list[dict[str, object]] = []
+    for rate in sorted(set(rates[trader].tolist()), reverse=True):
+        in_band = trader & (rates == rate)
+        supported = distinct_count(sources, in_band, weights)
+        weighted = float(weights[in_band].sum())
+        bands.append(
+            {
+                "rate": rate,
+                "support": support_band(supported),
+                # Weighted totals over the band's traders at the spine's weights.
+                "weighted_traders": small_cell_share(weighted, supported),
+                "weighted_claimant_share": small_cell_share(
+                    float(weights[in_band & claimant].sum()) / weighted
+                    if weighted > 0.0
+                    else 0.0,
+                    supported,
+                ),
+            }
+        )
+    mass = MassChangeRecord(
+        entity="household",
+        old_total=household_weights.total,
+        new_total=household_weights.total,
+        declared_factor=1.0,
+        reason=TRADING_ALLOWANCE_RECEIPTS_MASS_CHANGE_REASON,
+    )
+    result = uk_national_frame(
+        person=person,
+        benunit=frame.table("benunit").copy(),
+        household=household,
+        time_period=uk_time_period(frame),
+        weight_kind=uk_household_weight_kind(frame),
+        household_weights=household_weights.values,
+        mass_log=(*frame.mass_log, mass),
+    )
+    validate_uk_national_frame(result)
+    return UKTradingAllowanceReceiptsResult(
+        frame=result,
+        traders=int(trader.sum()),
+        claimants=int(claimant.sum()),
+        bands=tuple(bands),
+    )
+
+
+def _assert_stage_parameters(stage: SourceStageSpec) -> None:
+    """Bind the stage's operation closed-world."""
+
+    if stage.stage != TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME:
+        raise ValueError(
+            f"Trading allowance receipts received stage {stage.stage!r}, expected "
+            f"{TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME!r}."
+        )
+    expected = _expected_operations()
+    operations = tuple(stage.operations)
+    if tuple(operation.kind for operation in operations) != tuple(
+        kind for kind, _ in expected
+    ):
+        raise ValueError(
+            "trading_allowance_receipts operation order drifted: "
+            f"{[operation.kind for operation in operations]!r}."
+        )
+    for operation, (kind, parameters) in zip(operations, expected, strict=True):
+        if dict(operation.parameters) != dict(parameters):
+            raise ValueError(
+                f"trading_allowance_receipts {kind} parameters drifted: "
+                f"{dict(operation.parameters)!r} != {dict(parameters)!r}."
+            )
+    if tuple(stage.outputs) != (TRADING_ALLOWANCE_RECEIPTS_OUTPUT,):
+        raise ValueError(
+            f"{TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME} must declare exactly the "
+            f"{TRADING_ALLOWANCE_RECEIPTS_OUTPUT} output."
+        )
+    if stage.grain != "person":
+        raise ValueError(
+            f"{TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME} is person grain, got "
+            f"{stage.grain!r}."
+        )
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_release_input_coverage.py b/packages/microcosm-build/tests/engine/uk/test_uk_release_input_coverage.py
index 40eea7a7b7..aa152cecbe 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_release_input_coverage.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_release_input_coverage.py
@@ -474,6 +474,7 @@ def test_shipped_manifest_is_current(self) -> None:
                 "was_wealth",
                 "was_lisa",
                 "isa_subscriptions",
+                "trading_allowance_receipts",
                 "regional_property_uprating",
                 "high_value_home_support",
                 "regional_home_values",
diff --git a/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py b/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
index e10b205825..eb61c03f90 100644
--- a/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
+++ b/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
@@ -1054,8 +1054,9 @@ def test_uk_source_manifest_contains_only_canonical_spine_stages(self) -> None:
         # uc_capital_coherence; microcosm#1319 carers_allowance_take_up after
         # child_benefit_take_up; childcare_copy_take_up last, after every copy
         # stage; microcosm#1334 uc_take_up after uc_capital_coherence and
-        # frs_annual_income_spells after frs_hmrc_spine_leaves.
-        assert len(spec.sources.stages) == 50
+        # frs_annual_income_spells after frs_hmrc_spine_leaves; microcosm#1428
+        # trading_allowance_receipts last.
+        assert len(spec.sources.stages) == 51
         assert not {"frs_hmrc_retained_leaves", "hmrc_spi_income"}.intersection(
             stage.stage for stage in spec.sources.stages
         )
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_graph.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_graph.py
index 1e126d1d19..55241b8b77 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_graph.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_graph.py
@@ -59,8 +59,9 @@ def test_uk_spine_graph_contains_every_manifest_stage() -> None:
     # adds property_purchases and uc_legacy_closure_take_up, microcosm#1112
     # regional_home_values, microcosm#1319 carers_allowance_take_up, the
     # copies' childcare re-draw childcare_copy_take_up, and microcosm#1334
-    # uc_take_up and frs_annual_income_spells.
-    assert len(expected) == 50
+    # uc_take_up and frs_annual_income_spells; microcosm#1428 the last stage,
+    # trading_allowance_receipts.
+    assert len(expected) == 51
     assert {"frs_hmrc_retained_leaves", "hmrc_spi_income"}.isdisjoint(expected)
     assert set(expected) <= ids
     assert {"frs_hmrc_retained_leaves", "hmrc_spi_income"}.isdisjoint(ids)
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py
index ca36548984..eb56bae3f4 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py
@@ -122,9 +122,12 @@
     "childcare_copy_take_up",
     # microcosm#1095: the stored private-school attendance runs after them.
     "private_school_attendance",
-    # microcosm#1415: the ISA subscriptions run last, on final incomes; nothing
-    # reads their outputs.
+    # microcosm#1415: the ISA subscriptions run after them, on final incomes;
+    # nothing reads their outputs.
     "isa_subscriptions",
+    # microcosm#1428: the self-employed's gross receipts run last, on final
+    # profits; only the engine's trading allowance reads them.
+    "trading_allowance_receipts",
 ]
 UK_SOURCE_STAGE_NAMES = [
     "frs_spine",
@@ -312,6 +315,7 @@ def test_country_stage_plan_assembles_spine_plan(self) -> None:
                     "student_loans": _identity,
                     "private_school_attendance": _identity,
                     "isa_subscriptions": _identity,
+                    "trading_allowance_receipts": _identity,
                     "childcare_copy_take_up": _identity,
                     "age_tail": _identity,
                     "frs_relationships": _identity,
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spine_acceptance_receipt.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spine_acceptance_receipt.py
index 15dc71994e..dd34958050 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spine_acceptance_receipt.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spine_acceptance_receipt.py
@@ -176,9 +176,13 @@ def _apply_pending_roster_transformations(
     # follows the copies' childcare re-draw.
     assert "private_school_attendance" not in roster
     roster.append("private_school_attendance")
-    # microcosm#1415 re-mint pending: the ISA subscriptions run last.
+    # microcosm#1415 re-mint pending: the ISA subscriptions follow it.
     assert "isa_subscriptions" not in roster
     roster.append("isa_subscriptions")
+    # microcosm#1428 re-mint pending: the self-employed's gross receipts run
+    # last.
+    assert "trading_allowance_receipts" not in roster
+    roster.append("trading_allowance_receipts")
     return tuple(roster)
 
 
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py
new file mode 100644
index 0000000000..7e1ecd2013
--- /dev/null
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py
@@ -0,0 +1,145 @@
+"""The self-employed's gross receipts for the trading allowance (microcosm#1428)."""
+
+from __future__ import annotations
+
+from dataclasses import replace
+
+import numpy as np
+import pandas as pd
+import pytest
+
+from microcosm.build.country_spec import load_country_spec
+from microcosm.build.stochastic_assignment import stable_identity_uniforms
+from microcosm.build.uk_runtime.national_frame import uk_national_frame
+from microcosm.build.uk_runtime.trading_allowance_receipts import (
+    TRADING_ALLOWANCE_RECEIPTS_OUTPUT,
+    TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME,
+    UKTradingAllowanceReceiptsStageTransform,
+    assign_trading_allowance_receipts,
+    claimant_rates,
+)
+
+
+def _stage():
+    return load_country_spec("uk").sources.stage_map()[
+        TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME
+    ]
+
+
+def _frame(profit: np.ndarray):
+    ids = np.arange(1, len(profit) + 1, dtype=np.int64)
+    household = pd.DataFrame(
+        {
+            "household_id": ids,
+            "household_source_id": ids,
+            "household_weight": 2.0,
+            "region": "LONDON",
+        }
+    )
+    person = pd.DataFrame(
+        {
+            "person_id": ids,
+            "person_benunit_id": ids,
+            "person_household_id": ids,
+            "age": 40,
+            "self_employment_income": np.asarray(profit, dtype=np.float64),
+        }
+    )
+    benunit = pd.DataFrame({"benunit_id": ids})
+    return uk_national_frame(
+        person=person, benunit=benunit, household=household, time_period="2024"
+    )
+
+
+def test_claimant_rates_follow_the_profit_bands_with_inclusive_upper_bounds() -> None:
+    profit = np.asarray([-500.0, 0.0, 0.01, 4_500.0, 4_500.01, 9_000.0, 9_000.01])
+    assert claimant_rates(profit).tolist() == [0.0, 0.0, 0.64, 0.64, 0.32, 0.32, 0.0]
+
+
+def test_claimants_add_the_allowance_and_other_traders_the_raised_one() -> None:
+    profit = np.asarray([0.0, -1_200.0, 800.0, 6_000.0, 25_000.0] * 200)
+    ids = np.arange(len(profit))
+    receipts, claimant = assign_trading_allowance_receipts(ids, profit)
+    trader = profit > 0.0
+    # No positive profit: no receipts, which the engine reads as unknown.
+    assert (receipts[~trader] == 0.0).all()
+    assert not claimant[~trader].any()
+    np.testing.assert_allclose(receipts[claimant], profit[claimant] + 1_000.0)
+    np.testing.assert_allclose(
+        receipts[trader & ~claimant], profit[trader & ~claimant] + 3_000.0
+    )
+    # Nobody above GBP 9,000 claims; the draw is the person's own uniform.
+    assert not claimant[profit > 9_000.0].any()
+    uniforms = stable_identity_uniforms(
+        ids[trader], seed=0, salt="trading_allowance_claimant"
+    )
+    assert (
+        claimant[trader].tolist()
+        == (uniforms < claimant_rates(profit[trader])).tolist()
+    )
+    # Two hundred draws per band land near the band's rate.
+    assert claimant[profit == 800.0].mean() == pytest.approx(0.64, abs=0.1)
+    assert claimant[profit == 6_000.0].mean() == pytest.approx(0.32, abs=0.1)
+
+
+def test_the_stage_stores_receipts_deterministically_and_moves_nothing_else() -> None:
+    profit = np.tile([0.0, 900.0, 3_000.0, 7_000.0, 40_000.0], 40)
+    frame = _frame(profit)
+    first = UKTradingAllowanceReceiptsStageTransform(stage=_stage())(frame)
+    second = UKTradingAllowanceReceiptsStageTransform(stage=_stage())(frame)
+    person = first.table("person")
+    pd.testing.assert_series_equal(
+        person[TRADING_ALLOWANCE_RECEIPTS_OUTPUT],
+        second.table("person")[TRADING_ALLOWANCE_RECEIPTS_OUTPUT],
+    )
+    expenses = (
+        person[TRADING_ALLOWANCE_RECEIPTS_OUTPUT] - person["self_employment_income"]
+    )
+    assert set(np.round(expenses[profit > 0.0], 6)) <= {1_000.0, 3_000.0}
+    assert (person.loc[profit <= 0.0, TRADING_ALLOWANCE_RECEIPTS_OUTPUT] == 0.0).all()
+    before = frame.table("person")
+    pd.testing.assert_frame_equal(
+        person.drop(columns=[TRADING_ALLOWANCE_RECEIPTS_OUTPUT]), before
+    )
+    np.testing.assert_array_equal(
+        first.weights_for("household").values, frame.weights_for("household").values
+    )
+    (record,) = first.mass_log[len(frame.mass_log) :]
+    assert record.declared_factor == 1.0
+    assert record.old_total == record.new_total
+
+
+def test_the_receipt_rounds_counts_and_bands_shares() -> None:
+    transform = UKTradingAllowanceReceiptsStageTransform(stage=_stage())
+    transform(_frame(np.tile([500.0, 6_000.0, 20_000.0], 50)))
+    evidence = transform.checkpoint_metadata()["evidence"]
+    assert evidence["traders"] == 150
+    assert isinstance(evidence["claimants"], int)
+    assert [band["rate"] for band in evidence["bands"]] == [0.64, 0.32, 0.0]
+    assert all(band["support"] == "30+" for band in evidence["bands"])
+    assert evidence["bands"][0]["weighted_traders"] == pytest.approx(100.0)
+    # Fewer than ten source households behind a band print "<10".
+    transform(_frame(np.asarray([500.0] * 5)))
+    small = transform.checkpoint_metadata()["evidence"]
+    assert small["traders"] == "<10"
+    assert small["bands"][0]["weighted_traders"] == "<10"
+
+
+def test_the_stage_refuses_drifted_parameters_and_a_second_writer() -> None:
+    stage = _stage()
+    operation, receipt = stage.operations
+    drifted = replace(
+        stage,
+        operations=(
+            replace(
+                operation,
+                parameters={**dict(operation.parameters), "claimant_expenses": 900.0},
+            ),
+            receipt,
+        ),
+    )
+    with pytest.raises(ValueError, match="parameters drifted"):
+        UKTradingAllowanceReceiptsStageTransform(stage=drifted)(_frame([500.0]))
+    frame = UKTradingAllowanceReceiptsStageTransform(stage=stage)(_frame([500.0]))
+    with pytest.raises(ValueError, match="only writer"):
+        UKTradingAllowanceReceiptsStageTransform(stage=stage)(frame)
diff --git a/packages/microcosm-data/src/microcosm/data/contract.py b/packages/microcosm-data/src/microcosm/data/contract.py
index 0cc27a7725..4a6cab41ac 100644
--- a/packages/microcosm-data/src/microcosm/data/contract.py
+++ b/packages/microcosm-data/src/microcosm/data/contract.py
@@ -451,13 +451,13 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
 # fingerprint derives from the manifest digest. Editing the spec moves all
 # three here in the same reviewed change.
 _UK_GATE_BATTERY_POLICY_SHA256 = (
-    "29c866ba365999cfd39a5ddceb94e159396759e575a8ac99de619e3f03525653"
+    "37c1649af59eda1027e96b5993adff3ed982a04d5bafd8b21cea636490c568f5"
 )
 _UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "e8be5fdad3bd421d251123fc9a518f84c845937ae225ca8a4a2ea26be1fa7f6d"
+    "49747ecb3eb2f02c337bb350748609ec822e0826d12406b1ce3a1ee794d711f4"
 )
 _UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "d02b24f26a0f33a507b70d0cea047333278d0cdc952c765342943d42bcc74cf8"
+    "63b1107a53b3ee2a821ddb3a62128b735d08712a6569e74ba86caa546664ef13"
 )
 #: Spec entry id -> the legacy gate name whose observable detail checks
 #: apply unchanged (the battery re-keys the report by entry id; the gate
@@ -980,10 +980,10 @@ def _uk_line_cut_tag_re(release_id: str) -> re.Pattern[str] | None:
     },
     "release_cut": {
         "gates_manifest_sha256": (
-            "c44ce8629cfc9a48e6aaeb9d77012c4fad382b8ef0e232476b9bc8c8e83dbefc"
+            "16d49f65201db71d8780be13512216e30360d9c0739ca104f3507ff77aeb387a"
         ),
         "policy_sha256": (
-            "b335bef4e20b9803b60e728bfb2f045d282d16309429b00d72bf86dd4f4bafd8"
+            "434d9b579a392036436cacefa828dfb1fc4fbef35056fc78ea68bd91d37de5e1"
         ),
     },
 }
diff --git a/packages/microcosm-data/tests/engine_free/shared/test_contract.py b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
index 648d44be4e..f1fe926bf9 100644
--- a/packages/microcosm-data/tests/engine_free/shared/test_contract.py
+++ b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
@@ -220,13 +220,13 @@ def _trusted_terminal_gate_signing_key(monkeypatch) -> None:
 UK_GATE_BATTERY_PRODUCER = "microcosm.build.gate_battery"
 UK_GATE_BATTERY_SIGNING_KEY_ENV = "MICROCOSM_UK_TERMINAL_GATE_SIGNING_KEY"
 UK_GATE_BATTERY_POLICY_SHA256 = (
-    "29c866ba365999cfd39a5ddceb94e159396759e575a8ac99de619e3f03525653"
+    "37c1649af59eda1027e96b5993adff3ed982a04d5bafd8b21cea636490c568f5"
 )
 UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "e8be5fdad3bd421d251123fc9a518f84c845937ae225ca8a4a2ea26be1fa7f6d"
+    "49747ecb3eb2f02c337bb350748609ec822e0826d12406b1ce3a1ee794d711f4"
 )
 UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "d02b24f26a0f33a507b70d0cea047333278d0cdc952c765342943d42bcc74cf8"
+    "63b1107a53b3ee2a821ddb3a62128b735d08712a6569e74ba86caa546664ef13"
 )
 UK_GATE_BATTERY_DEGENERATE_EVIDENCE_SHA256 = (
     "f246388de42654dd68dbbb40c42282001b5b0a8bf48976162bcb1199085cb1d3"
diff --git a/packages/microcosm-frame/src/microcosm/frame/adapters/policyengine_uk_concepts.py b/packages/microcosm-frame/src/microcosm/frame/adapters/policyengine_uk_concepts.py
index 8c524f6843..7cbd06a026 100644
--- a/packages/microcosm-frame/src/microcosm/frame/adapters/policyengine_uk_concepts.py
+++ b/packages/microcosm-frame/src/microcosm/frame/adapters/policyengine_uk_concepts.py
@@ -246,18 +246,6 @@
 #: Other engine inputs the build leaves at the engine's default, each signed as
 #: an approximation with the error it can make (microcosm#1095).
 UK_ENGINE_DEFAULT_INPUTS: dict[str, str] = {
-    "self_employment_gross_receipts": (
-        "No source of the self-employed's turnover is read yet (the FRS job "
-        "record and the SPI tape are the candidates, as #1145 found landlords' "
-        "receipts). Since policyengine-uk 2.108.0 the trading allowance replaces "
-        "expenses and does not stack on them, so without receipts "
-        "trading_allowance_deduction relieves a profit of GBP 1,000 or less in "
-        "full and gives a larger profit no allowance. Taxable profit is off by at "
-        "most GBP 1,000 a person: too low where receipts above GBP 1,000 leave a "
-        "small profit, too high just above GBP 1,000 where the allowance would "
-        "beat the expenses. Signed as an approximation with the plan for the "
-        "next policyengine-uk bump, approved on 2026-10-23."
-    ),
     "housing_benefit_residential_capital_exception": (
         "The working-age residential capital tariff exception (Housing Benefit "
         "Regulations 2006 reg. 52(4)-(5), (8)-(9); NI reg. 49) covers residents "
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
index eeda6609c7..a4efd56587 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
@@ -6788,6 +6788,54 @@
       "stage": "student_loans",
       "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
     },
+    "trading_allowance_receipts": {
+      "artifacts": [],
+      "grain": "person",
+      "nonnegative_outputs": [
+        "self_employment_gross_receipts"
+      ],
+      "notes": "The last spine stage (microcosm#1428). policyengine-uk applies the trading allowance against self_employment_gross_receipts, which neither the FRS nor the SPI tape records; without receipts a rise in the allowance relieves only profits up to the new allowance, in full, and misses its main base, the traders who already claim the GBP 1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus GBP 1,000 exactly. Each trader with a positive profit is flagged a claimant at their profit band's rate, drawn on their own person_id: a claimant's receipts are their profit plus GBP 1,000, any other trader's their profit plus GBP 3,000 (expenses at the raised allowance, so the raise does not relieve them; the costing books switchers as behaviour), and a person with no positive profit keeps zero, which the engine reads as unknown. Every trader with a positive profit is treated as filing, as SPI Table 3.10's counts, which bind the frame's traders, are of filers, so a profit of GBP 1,000 or less is now taxed where the engine used to relieve it in full. The rates are calibrated to HMRC's policy paper until HMRC publishes claimant counts. The engine uprates receipts with profit, so a claimant's GBP 1,000 grows with the mixed income index and the raise relieves slightly less than GBP 2,000 more in later years.",
+      "operations": [
+        {
+          "calibration": "HMRC's policy paper on the Budget 2026 trading allowance raise: about 400,000 taxpayers with a lower bill, by about GBP 380 on average, on the microcosm#1428 national b441bb5a0's final weights at 2028-29 prices, until HMRC publishes claimant counts (Mar\u00eda's choice of 2026-10-31)",
+          "claimant_bands": [
+            {
+              "rate": 0.64,
+              "upper_inclusive": 4500
+            },
+            {
+              "rate": 0.32,
+              "upper_inclusive": 9000
+            },
+            {
+              "rate": 0
+            }
+          ],
+          "claimant_expenses": 1000,
+          "draw": "trading_allowance_claimant",
+          "kind": "assign_trading_allowance_receipts",
+          "other_expenses": 3000,
+          "output": "self_employment_gross_receipts",
+          "profit": "self_employment_income",
+          "rule": "a person with a positive self_employment_income claims the allowance where their uniform falls below their profit band's rate; a claimant's receipts are their profit plus claimant_expenses, any other trader's their profit plus other_expenses, and a person with no positive profit keeps zero",
+          "seed": 0
+        },
+        {
+          "declared_factor": 1,
+          "entity": "household",
+          "gate_coupling": "The terminal family gate requires a valid mass-conserving MassChangeRecord carrying exactly this stage-specific reason.",
+          "kind": "record_mass_conservation_receipt",
+          "reason": "Self-employed gross receipts stored on the source spine: household weights pass through unchanged and total household mass is conserved."
+        }
+      ],
+      "outputs": [
+        "self_employment_gross_receipts"
+      ],
+      "rewrites": [],
+      "source": "self_employment_income after the SPI income stage; HMRC's published gainers of the raise to GBP 3,000, about 400,000 taxpayers with a lower bill by about GBP 380 on average",
+      "stage": "trading_allowance_receipts",
+      "survey": "The self-employed's own profit on the final spine, and HMRC's policy paper on the Budget 2026 trading allowance raise (calibration)"
+    },
     "uc_capital_coherence": {
       "artifacts": [],
       "grain": "benunit",
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index 5251bdd260..657d231819 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"770d3dd64aa5259d41b77ccebe5c2e2391500a63bccaf0d11defe322fa710922","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"8323227c614289f0aca067f8cf9beeb7cb32fc5745debde5851262fab77cedd2","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"770d3dd64aa5259d41b77ccebe5c2e2391500a63bccaf0d11defe322fa710922","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"8323227c614289f0aca067f8cf9beeb7cb32fc5745debde5851262fab77cedd2","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage trading_allowance_receipts.","id":"trading_allowance_receipts","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","lifetime_isa_payments","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.trading_allowance_receipts@1","mass":"conserve","outputs":[{"column":"self_employment_gross_receipts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"trading_allowance_receipts","stage_contract_sha256":"7b7b687a3139167e16917f26cea8400f55604efa7528ccf3b1a9876946bd7b31","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
diff --git a/tools/build_uk_release_input_coverage_manifest.py b/tools/build_uk_release_input_coverage_manifest.py
index 6b28c6c42a..621bb9c5c6 100644
--- a/tools/build_uk_release_input_coverage_manifest.py
+++ b/tools/build_uk_release_input_coverage_manifest.py
@@ -932,6 +932,10 @@ def build_manifest(
                 stage_name="isa_subscriptions",
                 candidate_source=candidate_source,
             ),
+            "trading_allowance_receipts": _source_stage_family_coverage_contract(
+                stage_name="trading_allowance_receipts",
+                candidate_source=candidate_source,
+            ),
             "nts_bus_travel": _source_stage_family_coverage_contract(
                 stage_name="nts_bus_travel",
                 candidate_source=candidate_source,
diff --git a/tools/graph_uk_spine_fixture.py b/tools/graph_uk_spine_fixture.py
index c0465f9fe2..f115172047 100644
--- a/tools/graph_uk_spine_fixture.py
+++ b/tools/graph_uk_spine_fixture.py
@@ -176,6 +176,9 @@
 )
 from microcosm.build.uk_runtime.student_loans import UKStudentLoansStageTransform
 from microcosm.build.uk_runtime.take_up_contract import load_uk_take_up_contract
+from microcosm.build.uk_runtime.trading_allowance_receipts import (
+    UKTradingAllowanceReceiptsStageTransform,
+)
 from microcosm.build.uk_runtime.uc_capital_coherence import (
     UKUCCapitalCoherenceStageTransform,
 )
@@ -208,7 +211,7 @@
 _SPI_DONOR_SAMPLE_SIZE = 64
 #: The packaged FRS spine roster the fixture exercises (manifest minus the
 #: certified-pair exclusions); moves whenever a spine stage is added.
-UK_FIXTURE_STAGE_COUNT = 50
+UK_FIXTURE_STAGE_COUNT = 51
 _QRF_ESTIMATORS = 4
 
 # These are the complete object-string surface observed in the unchanged
@@ -2149,6 +2152,9 @@ def capture_root(frame: Frame) -> Frame:
             donor_household=was,
             donor_person=was_person,
         ),
+        "trading_allowance_receipts": UKTradingAllowanceReceiptsStageTransform(
+            stage=stages["trading_allowance_receipts"]
+        ),
         "nts_bus_travel": UKNTSBusTravelStageTransform(
             stage=stages["nts_bus_travel"],
             engine=engine,

From dae46ae944b845d2e6e47a8c1c59c11937ed36f5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:28:42 +0000
Subject: [PATCH 23/44] One-hot the SPI age band in the stage-1 forests

spi_age_band was an ordinal predictor, so any split that did not separate
the composite records' code (-1) from 16-24 put the tape's high-income
amalgams in the leaves 16-24 queries land in. The band is now one of the
stage-1 categorical predictors, one-hot encoded with gender, region and main
source, so composites are a category of their own (Vahid's review of #1426).
The predictor rule, the spec's categorical list, the changelog and the
coverage manifest follow; the cross-fit fold cells still key on the band's
value.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1095-spi-forest-age-band.changed.md       |  2 +-
 .../uk/release_input_coverage_manifest.json   | 46 +++++++++----------
 .../src/microcosm/build/uk/source_stages.json |  1 +
 .../src/microcosm/build/uk/spec/sources.yaml  |  1 +
 .../microcosm/build/uk_runtime/spi_income.py  | 16 +++++--
 5 files changed, 37 insertions(+), 29 deletions(-)

diff --git a/changelog.d/1095-spi-forest-age-band.changed.md b/changelog.d/1095-spi-forest-age-band.changed.md
index 95ed696e46..fe427680f8 100644
--- a/changelog.d/1095-spi-forest-age-band.changed.md
+++ b/changelog.d/1095-spi-forest-age-band.changed.md
@@ -1 +1 @@
-The UK SPI income stage's stage-1 tape and reference forests now read the SPI age band, not an age (uk-data#628). The 2022-23 SPI tape gives age only as a band (AGERANGE), so the age the stage draws for each donor inside its band carried no income pattern: the forest learned none, and FRS twins in one band were drawn from conditionals that differed only by that noise. The predictor `spi_age_band` is the tape's own AGERANGE code, with composite records (-1) as a band of their own, and for a frame person the band of their whole-year age; `at_or_over_spa` still carries the State Pension split inside the 65-74 band. The cross-fit fold cells key on the band too, since they key on the predictor values. The drawn donor ages are kept for the band pools' State Pension side. The stage receipt's `stage1_age_predictor` names the rule.
+The UK SPI income stage's stage-1 tape and reference forests now read the SPI age band, not an age (uk-data#628). The 2022-23 SPI tape gives age only as a band (AGERANGE), so the age the stage draws for each donor inside its band carried no income pattern: the forest learned none, and FRS twins in one band were drawn from conditionals that differed only by that noise. The predictor `spi_age_band` is the tape's own AGERANGE code, with composite records (-1) as a band of their own, and for a frame person the band of their whole-year age. It is one-hot encoded, so the composites, the tape's high-income amalgams, are a category of their own rather than the neighbours of 16-24 on an ordinal scale; `at_or_over_spa` still carries the State Pension split inside the 65-74 band. The cross-fit fold cells key on the band too, since they key on the predictor values. The drawn donor ages are kept for the band pools' State Pension side. The stage receipt's `stage1_age_predictor` names the rule.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
index a330797292..7b4cbe750d 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
@@ -472,7 +472,7 @@
    "required_mass_change_reason": "Capital-gains incidence anchor moves the mass of non-liable clone households back to their paired originals until the sub-exempt and loss-making clone mass match the Advani-Summers reporter composition at the redrawn liable mass; every pair's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, the HMRC Table 3 redrawn gains on the spine and Advani-Summers capital-gains incidence"
@@ -495,7 +495,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, and Advani-Summers capital-gains incidence"
@@ -518,7 +518,7 @@
    "required_mass_change_reason": "Capital-gains residential split divides every household carrying liable gainers into arms weighted by the solved residential probabilities, one arm per subset of residential gainers; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative) on the amounts the Table 3 redraw placed"
@@ -540,7 +540,7 @@
    "required_mass_change_reason": "Capital-gains support split divides the wealthiest households of each HMRC Table 3 income band into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "HMRC Capital Gains Tax statistics, July 2026 release, Table 3 for 2024-25, via the vendored conditioning facts",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support and HMRC Capital Gains Tax statistics Table 3 (2024-25 individuals by size of gain and taxable income)"
@@ -569,7 +569,7 @@
    "required_mass_change_reason": "ETB public-services imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab, DfT rail fare index, and public NHS activity/cost table.",
     "survey": "Effects of Taxes and Benefits 1977-2024 and NHS age-gender public table"
@@ -589,7 +589,7 @@
    "required_mass_change_reason": "ETB VAT expenditure-rate imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab and cited VAT anchor resource.",
     "survey": "Effects of Taxes and Benefits 1977-2024"
@@ -611,7 +611,7 @@
    "required_mass_change_reason": "High-value home support divides every owner household in the top value stratum of its region into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "Microcosm structural operator (microcosm#1240 fix 1); no publisher input",
     "survey": "Family Resources Survey 2024-25 and SPI synthetic support, after the WAS wealth draw and the regional property uprating"
@@ -632,7 +632,7 @@
    "required_mass_change_reason": "CGT asset-type assignment on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative), Table 4.1 (individuals claiming Business Asset Disposal Relief or Investors' Relief by band of qualifying gain, 2024-25, administrative) and Table 7 (disposals, proceeds and gains by asset type, 2023-24, sample-based), vendored from the pinned Chronicle feed"
@@ -656,7 +656,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "conditioning_resource": "hmrc_cgt_conditioning_facts.json",
     "conditioning_resource_sha256": "f7425784231e1f6aa657d0f26fc02591d9523600eb12fce5d35becf5dabf7569",
@@ -746,7 +746,7 @@
     "full_frs_tei_band_unavailable"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "hmrc_surface": "2023-24",
     "mapped_build_period": "2024",
@@ -773,7 +773,7 @@
    "required_mass_change_reason": "ISA subscriptions per adult from HMRC's ISA tables on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "HMRC Individual Savings Account statistics Tables 9.4, 9.6 and 9.7 to 9.9, the cash ISA limit reduction impact note and Lifetime ISA Table 1a, via the vendored facts; Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "HMRC Annual savings statistics (September 2026 release); Wealth and Assets Survey round 8"
@@ -838,7 +838,7 @@
    "required_mass_change_reason": "LCFS consumption imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "UK Data Service SN 9603 Living Costs and Food Survey 2024-25 (2nd edition) household/person tabs and the vendored Chronicle facts for NEED 2024 mean kWh, DESNZ Energy Trends and QEP average prices paid for calendar 2024, road-fuel outturn (DESNZ, HMRC, ONS Consumer Trends) and road fuel by vehicle type (DESNZ), ONS Consumer Trends household spending by COICOP division, the DfT VEH1103 licensed-car stock, NTS bus use, and the DfT and devolved bus finance tables and fares indices.",
     "survey": "Living Costs and Food Survey 2024-25"
@@ -864,7 +864,7 @@
    "required_mass_change_reason": "NTS bus-travel imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "Department for Transport National Travel Survey, UK Data Service SN 5340 (End User Licence, 19th edition, November 2025), DOI 10.5255/UKDA-SN-5340-19; local licensed tab files (household, individual, trip); England residents only from 2013.",
     "survey": "National Travel Survey 2002-2024"
@@ -884,7 +884,7 @@
    "required_mass_change_reason": "Private-school attendance stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "policyengine-uk attends_private_school (the gov.simulation.private_school_vat attendance rates and factor), evaluated by the pinned engine",
     "survey": "policyengine-uk private-school attendance imputation, stored at the spine's weights"
@@ -907,7 +907,7 @@
     "property_finance_costs"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/property-rental-income-statistics",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Property Rental Income Statistics 2026 (tax year 2024-25)"
@@ -928,7 +928,7 @@
    "required_mass_change_reason": "Annual property purchases imputed on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/uk-stamp-tax-statistics",
     "survey": "HMRC Annual Stamp Tax Statistics 2024 to 2025 (corrected 11 March 2026), Tables 6b, 8a and 8b"
@@ -951,7 +951,7 @@
     "property_wealth"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "uk/high_value_home_value_knots.json, built by tools/build_uk_high_value_home_stock.py from PolicyEngine/chronicle#343's registrations",
     "survey": "HM Land Registry Price Paid latest sales uprated with the UK House Price Index, owner-weighted by region (the dense value node's knots, region level)"
@@ -975,7 +975,7 @@
     "non_residential_property_value"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "MHCLG dwellings and the UK House Price Index regional average price averaged over the twelve months of calendar 2024 from the July 2026 full file, the frame's valuation basis, so the engine's annual uprating from 2024 projects the value once (microcosm#1240 fix 5).",
     "survey": "Public regional property reference"
@@ -1003,7 +1003,7 @@
     "employment_income"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "HMRC, Salary sacrifice reform for pension contributions effective from 6 April 2029",
     "survey": "Family Resources Survey 2024-25 salary-sacrifice respondents and HMRC salary-sacrifice reform analysis"
@@ -1036,7 +1036,7 @@
     "household_source_id"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "Reserved SPI support households for the HMRC Table 2.5 total-income bands from GBP 200,000, stacked at the published band taxpayer count over the donors per band (PolicyEngine/chronicle#280 lane).",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Income Tax liabilities statistics July 2026 Table 2.5"
@@ -1058,7 +1058,7 @@
     "student_loan_plan"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "Explore Education Statistics Table 6a, Higher education total",
     "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
@@ -1080,7 +1080,7 @@
    "required_mass_change_reason": "WAS Lifetime ISA imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "Wealth and Assets Survey round 8"
@@ -1119,7 +1119,7 @@
    "required_mass_change_reason": "WAS wealth imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "a2116eeeee2736133999cab01d8fe47adf78ef248e12cd18658b18f037820943",
+   "source_manifest_sha256": "c65502d30de182a98aa6877ca22a255791da1ee214086dc6b741588cd671aeb6",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed 2006-22 household tab.",
     "survey": "Wealth and Assets Survey round 8"
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 766da2deff..d8524ca6fd 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -1912,6 +1912,7 @@
       "at_or_over_spa"
      ],
      "categorical_predictors": [
+      "spi_age_band",
       "gender",
       "region",
       "main_source"
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index 48fb5c787a..83d55c34a3 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -1655,6 +1655,7 @@ stages:
     - has_trade
     - at_or_over_spa
     categorical_predictors:
+    - spi_age_band
     - gender
     - region
     - main_source
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index 29e5b6024c..dcf2a8edd9 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -177,10 +177,16 @@
 #: against the leaves both ways.
 SPI_MAIN_SOURCE_LEVELS = ("pay", "pension", "trade", "other")
 SPI_BRIDGE_PREDICTOR_COLUMNS = ("main_source", "has_pay", "has_trade", "at_or_over_spa")
-SPI_STAGE1_CATEGORICAL_PREDICTORS = ("gender", "region", "main_source")
 #: The stage-1 forests' age predictor: the SPI AGERANGE band, not an age
-#: (uk-data#628). See SPI_STAGE1_AGE_PREDICTOR_RULE.
+#: (uk-data#628). It is categorical: on an ordinal scale the composite records'
+#: code (-1) would sit next to 16-24. See SPI_STAGE1_AGE_PREDICTOR_RULE.
 SPI_STAGE1_AGE_BAND_COLUMN = "spi_age_band"
+SPI_STAGE1_CATEGORICAL_PREDICTORS = (
+    SPI_STAGE1_AGE_BAND_COLUMN,
+    "gender",
+    "region",
+    "main_source",
+)
 SPI_STAGE1_PREDICTOR_COLUMNS = (
     SPI_STAGE1_AGE_BAND_COLUMN,
     "gender",
@@ -436,9 +442,9 @@
 #: The drawn ages stay on the donor for their other readers (the band pools'
 #: State Pension side).
 SPI_STAGE1_AGE_PREDICTOR_RULE = (
-    "the SPI 2022-23 AGERANGE band code: the tape's own code, composite "
-    "records (-1) as a band of their own, and the band of a frame person's "
-    "whole-year age"
+    "the SPI 2022-23 AGERANGE band code, one-hot encoded: the tape's own code, "
+    "composite records (-1) as a band of their own, and the band of a frame "
+    "person's whole-year age"
 )
 _SPI_REGION_MAP = {
     1: "NORTH_EAST",

From f3d9c0af00cbf9edddb761fb3fe91dcb5cffb2da Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:30:39 +0000
Subject: [PATCH 24/44] Say which way the non-resident surcharge moves the
 nil-band HRAD split

Table 8a's receipts do not split out the 2% non-resident surcharge, which a
non-resident buyer pays on top at or below GBP 250,000. Read as HRAD
surcharge, it raises other buyers' implied HRAD and lowers households', so
households' nil-band purchases are, if anything, understated (Vahid's review
of #1426).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../build/uk_runtime/property_purchases.py    | 22 +++++++++++--------
 1 file changed, 13 insertions(+), 9 deletions(-)

diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/property_purchases.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/property_purchases.py
index 01ffcdb647..895e6bb68a 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/property_purchases.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/property_purchases.py
@@ -34,15 +34,19 @@
 
 * additional dwellings: Table 6b's higher-rates (HRAD) transactions and value
   for 2024-25, which cover every buyer, allocated to households band by band.
-  At or below GBP 250,000, the residential nil-rate band for all of 2024-25,
-  a purchase owes standard-rate SDLT of nil, so other buyers' Table 8a
-  receipts there are surcharge: their HRAD transactions and value are those
-  receipts over Table 6b's gross HRAD receipts per transaction and per pound
-  of value, and households take the rest of the band. Above it, households
-  take individuals' shares of all Table 8a residential transactions and value
-  (what other buyers would take is companies'), as uk-data#573 does. The price
-  bands are Table 6b's, with the five above GBP 2m combined, as uk-data#573
-  does, at the households' counts and values;
+  At or below GBP 250,000, the residential nil-rate band for all of 2024-25, a
+  purchase owes standard-rate SDLT of nil, so other buyers' Table 8a receipts
+  there are surcharge: their HRAD transactions and value are those receipts
+  over Table 6b's gross HRAD receipts per transaction and per pound of value,
+  and households take the rest of the band. Table 8a does not split out the 2%
+  non-resident surcharge, which a non-resident buyer pays on top in the band;
+  read as HRAD surcharge, it raises other buyers' implied HRAD and lowers
+  households', so households' purchases there are, if anything, understated.
+  Above GBP 250,000, households take individuals' shares of all Table 8a
+  residential transactions and value (what other buyers would take is
+  companies'), as uk-data#573 does. The price bands are Table 6b's, with the
+  five above GBP 2m combined, as uk-data#573 does, at the households' counts
+  and values;
 * non-residential: Table 8b's individuals for 2024-25, and its six bands.
 
 Households' HRAD is not published, so the allocation is an assumption, not an

From 6a12424ff46682c57abea3ced362083a18d33a7f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:45:18 +0000
Subject: [PATCH 25/44] Regenerate the H2 spine parity fixture on the merged
 tree

tools/graph_uk_spine_fixture.py on #1426's items over #1422's branch, after
the review fixes; --check regenerates it byte-identically.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../sources/cgt_asset_type_facts.json         | 56 +++++++--------
 .../parity/uk_spine/sources/fixture.json      |  3 +-
 .../sources/property_purchase_targets.json    |  6 +-
 .../sources/property_rental_facts.json        | 68 +++++++++----------
 .../fixtures/parity/uk_spine/uk_spine.json    |  2 +-
 5 files changed, 68 insertions(+), 67 deletions(-)

diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
index 5c599b9e4d..1caea39f39 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
@@ -2,70 +2,70 @@
   "resource": "synthetic-cgt-asset-type.json",
   "resource_sha256": "synthetic",
   "source_commit": "synthetic",
-  "table4_all_gains": 6781466.873349112,
+  "table4_all_gains": 6443774.758323809,
   "table4_all_tax": 0.0,
-  "table4_all_taxpayers": 15.565227900056321,
+  "table4_all_taxpayers": 15.620692070399844,
   "table4_bands": [
     {
-      "gains": 4312.953104364163,
+      "gains": 5904.397886285469,
       "lower_bound": 0,
       "tax": null,
-      "taxpayers": 1.083166332544953,
+      "taxpayers": 1.3744469955204277,
       "upper_bound": 10000
     },
     {
-      "gains": 38158.54277007299,
+      "gains": 31756.874096765983,
       "lower_bound": 10000,
       "tax": null,
-      "taxpayers": 2.295551118035716,
+      "taxpayers": 1.9151688478237463,
       "upper_bound": 25000
     },
     {
-      "gains": 52010.78962105828,
+      "gains": 55078.03468917447,
       "lower_bound": 25000,
       "tax": null,
-      "taxpayers": 1.3993991791378122,
+      "taxpayers": 1.5129841819548349,
       "upper_bound": 50000
     },
     {
-      "gains": 118457.08392885249,
+      "gains": 151056.65170932075,
       "lower_bound": 50000,
       "tax": null,
-      "taxpayers": 1.7258326503849952,
+      "taxpayers": 2.1827316863711537,
       "upper_bound": 100000
     },
     {
-      "gains": 176960.01555797094,
+      "gains": 244701.44271765873,
       "lower_bound": 100000,
       "tax": null,
-      "taxpayers": 1.108946884050003,
+      "taxpayers": 1.4524102373215195,
       "upper_bound": 250000
     },
     {
-      "gains": 617332.3273886688,
+      "gains": 462149.8479409553,
       "lower_bound": 250000,
       "tax": null,
-      "taxpayers": 1.71125207133052,
+      "taxpayers": 1.3453033006693054,
       "upper_bound": 500000
     },
     {
-      "gains": 1078520.5618159026,
+      "gains": 799650.7372499624,
       "lower_bound": 500000,
       "tax": null,
-      "taxpayers": 1.5453650654100992,
+      "taxpayers": 1.144170048705171,
       "upper_bound": 1000000
     },
     {
-      "gains": 4695714.599162222,
+      "gains": 4693476.772033686,
       "lower_bound": 1000000,
       "tax": null,
-      "taxpayers": 4.695714599162222,
+      "taxpayers": 4.693476772033685,
       "upper_bound": null
     }
   ],
-  "table4_individuals_gains": 6781466.873349112,
+  "table4_individuals_gains": 6443774.758323809,
   "table4_individuals_tax": 0.0,
-  "table4_individuals_taxpayers": 15.565227900056321,
+  "table4_individuals_taxpayers": 15.620692070399844,
   "table4_trusts_gains": 0.0,
   "table4_trusts_tax": 0.0,
   "table7_total_disposals": 2743095.2380952383,
@@ -114,12 +114,12 @@
       "proceeds": 9000000000.0
     }
   ],
-  "table8a_disposals_total": 29.351572611534777,
-  "table8a_gains_total": 38154844.24124675,
-  "table8a_tax_total": 7630968.848249351,
-  "table8a_taxpayers_total": 26.683247828667977,
-  "table8b_all_gains": 38154844.24124675,
-  "table8b_all_taxpayers": 26.683247828667977,
-  "table8b_individuals_gains": 38154844.24124675,
-  "table8b_individuals_taxpayers": 26.683247828667977
+  "table8a_disposals_total": 29.456162189896844,
+  "table8a_gains_total": 47382946.37740628,
+  "table8a_tax_total": 9476589.275481256,
+  "table8a_taxpayers_total": 26.778329263542584,
+  "table8b_all_gains": 47382946.37740628,
+  "table8b_all_taxpayers": 26.778329263542584,
+  "table8b_individuals_gains": 47382946.37740628,
+  "table8b_individuals_taxpayers": 26.778329263542584
 }
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
index 1a189ec689..362bdbd0a0 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
@@ -3152,6 +3152,7 @@
             }
           },
           "categorical_predictors": [
+            "spi_age_band",
             "gender",
             "region",
             "main_source"
@@ -3432,7 +3433,7 @@
           "kind": "floor_spi_employment_pay_at_minimum_wage",
           "pay_basis": "tape PAY is taxable pay, net of net-pay pension contributions and salary sacrifice; the minimum wage binds gross pay, and the engine reads employment_income (PAY + EPB + TAXTERM) as gross pay, so PAY alone is compared with the gross minimum and a twin at the minimum wage who pays net-pay contributions can be lifted by up to them",
           "reason": "stage 1 draws annual tape pay without hours and the tape holds part-year workers, so a twin reporting usual employee hours could draw a year's pay below what those hours earn at the minimum wage (uk-data#629)",
-          "receipt": "eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added; figures on one to nine source households are <10, and the floored weight, share and amount are given only where neither the floored nor the unfloored side rests on one to nine; the hourly-pay check gives the weighted shares of the drawn employees below the minimum wage for their age before and after the floor, beside the FRS employees' share, each withheld beside a side on one to nine, and the eligible rows still below their floor (banded, zero exact)",
+          "receipt": "eligible and floored source households (rounded), weighted people, the weighted share floored, the weighted mean uplift and the amount added; figures on one or two source households are <3, and the floored weight, share and amount are given only where neither the floored nor the unfloored side rests on one or two; the hourly-pay check gives the weighted shares of the drawn employees below the minimum wage for their age before and after the floor, beside the FRS employees' share, each withheld beside a side on one or two, and the eligible rows still below their floor (banded, zero exact)",
           "rows": "drawn recipients other than reserved band carriers, whose twin has no trade (has_trade 0), an employee main job and usual hours above zero, and whose drawn PAY is positive; FRS rows, undrawn copies and every other leaf keep their values",
           "weeks_in_year": 52
         },
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_purchase_targets.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_purchase_targets.json
index baf3fec896..7cd801c1d6 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_purchase_targets.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_purchase_targets.json
@@ -27,7 +27,7 @@
     "minimum_price": 1000.0,
     "property_type": "additional_residential",
     "transactions": 27.097631578947365,
-    "value": 176050.64156411815
+    "value": 187510.22245562373
   },
   "derivation": {},
   "non_residential": {
@@ -57,7 +57,7 @@
     ],
     "minimum_price": 1000.0,
     "property_type": "non_residential",
-    "transactions": 9.288712540600544,
-    "value": 114215.74429142723
+    "transactions": 9.176436238560177,
+    "value": 112796.95808421359
   }
 }
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
index 34ab284d89..44b3e68081 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/property_rental_facts.json
@@ -1,90 +1,90 @@
 {
   "expense_landlords_by_type": {
-    "legal_management_and_professional_fees": 68.27759643273899,
-    "non_residential_finance_costs": 68.27759643273899,
-    "other_allowable_expenses": 68.27759643273899,
-    "rent_rates_and_insurance": 68.27759643273899,
-    "repairs_and_maintenance": 68.27759643273899,
-    "residential_finance_costs": 68.27759643273899,
-    "services_including_wages": 68.27759643273899
+    "legal_management_and_professional_fees": 68.73493528177121,
+    "non_residential_finance_costs": 68.73493528177121,
+    "other_allowable_expenses": 68.73493528177121,
+    "rent_rates_and_insurance": 68.73493528177121,
+    "repairs_and_maintenance": 68.73493528177121,
+    "residential_finance_costs": 68.73493528177121,
+    "services_including_wages": 68.73493528177121
   },
   "expenses": {
-    "all": 32716.81002019269,
-    "individual": 32389.64191999076,
-    "partnership": 327.1681002019286
+    "all": 32249.572175972167,
+    "individual": 31927.076454212445,
+    "partnership": 322.4957217597221
   },
   "expenses_by_type": {
-    "legal_management_and_professional_fees": 3916.602293064794,
-    "non_residential_finance_costs": 1252.1829446577347,
-    "other_allowable_expenses": 4312.028486114605,
-    "rent_rates_and_insurance": 3587.080465523285,
-    "repairs_and_maintenance": 6034.956898688782,
-    "residential_finance_costs": 12069.913797377563,
-    "services_including_wages": 1544.0451347659284
+    "legal_management_and_professional_fees": 3860.66820869192,
+    "non_residential_finance_costs": 1234.3001724904457,
+    "other_allowable_expenses": 4250.447210531009,
+    "rent_rates_and_insurance": 3535.8523738260133,
+    "repairs_and_maintenance": 5948.770004258463,
+    "residential_finance_costs": 11897.540008516926,
+    "services_including_wages": 1521.9941976573916
   },
   "landlords": {
-    "all": 136.55519286547798,
-    "individual": 135.1896409368232,
-    "partnership": 1.3655519286547815
+    "all": 137.46987056354243,
+    "individual": 136.095171857907,
+    "partnership": 1.3746987056354385
   },
   "receipts": {
-    "all": 52346.8960323083,
-    "individual": 51823.42707198522,
-    "partnership": 523.46896032308
+    "all": 51599.31548155547,
+    "individual": 51083.322326739915,
+    "partnership": 515.9931548155582
   },
   "receipts_bands": [
     {
-      "landlords": 61.63949677955603,
+      "landlords": 62.052372129376785,
       "lower_bound": 0,
       "upper_bound": 10000
     },
     {
-      "landlords": 40.77689786955245,
+      "landlords": 41.05003079328003,
       "lower_bound": 10000,
       "upper_bound": 20000
     },
     {
-      "landlords": 15.646949182502686,
+      "landlords": 15.75175600207257,
       "lower_bound": 20000,
       "upper_bound": 30000
     },
     {
-      "landlords": 7.112249628410311,
+      "landlords": 7.159889091851168,
       "lower_bound": 30000,
       "upper_bound": 40000
     },
     {
-      "landlords": 3.793199801818832,
+      "landlords": 3.818607515653956,
       "lower_bound": 40000,
       "upper_bound": 50000
     },
     {
-      "landlords": 2.3707498761367707,
+      "landlords": 2.386629697283723,
       "lower_bound": 50000,
       "upper_bound": 60000
     },
     {
-      "landlords": 1.4224499256820622,
+      "landlords": 1.4319778183702336,
       "lower_bound": 60000,
       "upper_bound": 70000
     },
     {
-      "landlords": 0.948299950454708,
+      "landlords": 0.954651878913489,
       "lower_bound": 70000,
       "upper_bound": 80000
     },
     {
-      "landlords": 0.474149975227354,
+      "landlords": 0.4773259394567445,
       "lower_bound": 80000,
       "upper_bound": 90000
     },
     {
-      "landlords": 0.474149975227354,
+      "landlords": 0.4773259394567445,
       "lower_bound": 90000,
       "upper_bound": 100000
     },
     {
-      "landlords": 1.896599900909416,
+      "landlords": 1.909303757826978,
       "lower_bound": 100000,
       "upper_bound": null
     }
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index a6e25186b8..8b45200614 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"950f9cfb0975ee44f3066a5e063f693804a4304f32c149ccaa20ba4da846e711","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"2475738aee1e2bba3d93a759ee77b7b1a62e6a87feb07ac7b86c9150d2769009","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"7800edee6e23931f4ef0187b0885c33863ba76228b69b54aae3405054202fe09","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"e88c7ecba5795b6a3967e56fdf5478d3aeb062c18c6395632c6e43922d2e272c","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"109ef53445b3d6e309a021b318ec0612a57364f4ddd8273aad14bf9a07ee66de","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"fdf572b7d163a1c14a8351e821087437ccc4b228434d72e640e94dc9151bbc90","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"19247d4858644eebe2522f8724e058a6e6a16296550f110831e8c7f051d93159","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"984d5f000adce8fa3c79d499d6441c96fe0b7f8fcb2fbbe3177501003e05079b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"6b9d933d3216a3d82976e02e7432c9e1afb30a2af0089e08cbfd985a1ccfa9c6","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"950f9cfb0975ee44f3066a5e063f693804a4304f32c149ccaa20ba4da846e711","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"2475738aee1e2bba3d93a759ee77b7b1a62e6a87feb07ac7b86c9150d2769009","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"ac2d0519c3d6b7c822ac23bff10c4840326b4598a460945a7a428b3665ba3bec","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"8f1097fee9a089ff5ed1d92f8e52158f6adbdea63893be4b71a446fc1280ed89","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"e88c7ecba5795b6a3967e56fdf5478d3aeb062c18c6395632c6e43922d2e272c","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"109ef53445b3d6e309a021b318ec0612a57364f4ddd8273aad14bf9a07ee66de","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"fdf572b7d163a1c14a8351e821087437ccc4b228434d72e640e94dc9151bbc90","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"19247d4858644eebe2522f8724e058a6e6a16296550f110831e8c7f051d93159","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"984d5f000adce8fa3c79d499d6441c96fe0b7f8fcb2fbbe3177501003e05079b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"6b9d933d3216a3d82976e02e7432c9e1afb30a2af0089e08cbfd985a1ccfa9c6","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}

From 8f0ec8fd738b9b9b359eb381a99c1ba4cb147f05 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:51:33 +0000
Subject: [PATCH 26/44] Fit the engine SPI tests to the one-hot band and the
 floor of three

The stage-1 queries carry the age band's one-hot columns, not the band
itself, and the pay floor's four floored households read "3-9".

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../tests/engine/uk/test_uk_spi_income.py             | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
index 4120902f51..2758df7769 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
@@ -951,9 +951,13 @@ def predict_from_uniforms(self, predictors, *, quantiles, sign_uniforms):
         "has_trade",
         "at_or_over_spa",
         "main_source_pay",
-        spi_income.SPI_STAGE1_AGE_BAND_COLUMN,
     } <= set(stage1["columns"])
-    # The forest reads the band, never the age drawn inside it (uk-data#628).
+    # The forest reads the band, one-hot so that composites are a category of
+    # their own, never the age drawn inside it (uk-data#628; Vahid's review of
+    # #1426).
+    band = spi_income.SPI_STAGE1_AGE_BAND_COLUMN
+    assert band not in stage1["columns"]
+    assert any(column.startswith(f"{band}_") for column in stage1["columns"])
     assert "age" not in stage1["columns"]
     # The no-analogue leaf's sign uniform is the identity-keyed one for the
     # drawn recipients, in their order.
@@ -1157,4 +1161,5 @@ def test_spi_pay_floor_lifts_drawn_pay_before_employment_income_and_stage2(
     assert unfloored.employment_pay_floor is None
     receipt = floored.employment_pay_floor
     assert receipt["step"] == "spi_employment_pay_floor_before_stage2"
-    assert receipt["floored"]["source_households"] == "<10"
+    # The floored rows rest on three to nine source households: a banded count.
+    assert receipt["floored"]["source_households"] == "3-9"

From f9676fed94e75bda89d361967517b03679f81516 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 12:32:12 +0000
Subject: [PATCH 27/44] Revert the OBR-path anchor for HMRC's tax on savings
 rows (option A)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

This reverts commit 5c0137fb4 (María's ruling of 2026-10-31,
microcosm#1428). The national built from 6485af4af stopped at
uk_target_fit. Under the engine's rules, tax on savings grows faster
than savings income: the Personal Savings Allowance and the thresholds
are frozen. So the tax rows grown on the income's path asked for less
tax than SPI Table 3.7's savings income gives. To meet them, the solve
cut the interest rows in the basic-rate bands: the GBP 30,000 band
ended 30.7% under target and the GBP 20,000 band 12.0% under.

HMRC's own 2024-25 and 2025-26 projections carry that leverage, and the
national from b441bb5a0 met them beside the interest rows. So the
savings rates' yield stays pinned to the projection. Its distance from
the costing is a difference of basis (the projection's leverage) and of
behaviour (ISA shifting), not a fault in the base.

The three rows, their references, membership and parity receipt, and
the two tests are back as at d563f4fbc. The changelog fragment goes.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1428-itl-savings-tax-obr-path.changed.md  |  1 -
 ...ity_incumbent_2025_signed_differences.json |  6 +-
 .../build/uk/target_reference_membership.json | 66 ++++---------------
 .../microcosm/build/uk/target_references.json | 18 ++---
 .../build/uk/uk_population_targets.json       | 24 +++----
 .../uk/test_uk_itl_savings_tax_rates.py       |  6 +-
 .../uk/test_uk_population_targets.py          |  1 +
 7 files changed, 37 insertions(+), 85 deletions(-)
 delete mode 100644 changelog.d/1428-itl-savings-tax-obr-path.changed.md

diff --git a/changelog.d/1428-itl-savings-tax-obr-path.changed.md b/changelog.d/1428-itl-savings-tax-obr-path.changed.md
deleted file mode 100644
index f9d6066397..0000000000
--- a/changelog.d/1428-itl-savings-tax-obr-path.changed.md
+++ /dev/null
@@ -1 +0,0 @@
-HMRC's Income Tax on savings at the basic, higher and additional rates (Income Tax liabilities statistics Table 2.6) now binds the 2023-24 outturn grown to the 2025 calibration period by the OBR's savings income growth (October 2026 EFO Table 4.5, about ×1.36), the path the Budget's savings costing grows its base by and SPI Table 3.7's savings rows already take (#1428; María's choice of 2026-10-31). The rows used to bind HMRC's own 2024-25 and 2025-26 projections as a calendar-2025 window, about 12% higher: tax there grows ×1.52 over the outturn against ×1.36 for savings income, the leverage of the frozen Personal Savings Allowance and thresholds. Bound beside Table 3.7's income on the OBR path, the projections pinned the tax on savings, and so the static yield of the savings rate rises, above the costing's base. The rows now read observed years only, so `hmrc_itl_savings_rate` leaves the source-projection families.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json b/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
index 84c57c73bb..4e0514dcb2 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
@@ -2165,21 +2165,21 @@
   },
   {
    "kind": "ledger_only",
-   "ledger_value": 3661705003.058779,
+   "ledger_value": 4087500000.0,
    "name": "hmrc.itl.savings_tax_at_additional_rate",
    "period": 2025,
    "reason": "Coverage the incumbent lacks (microcosm#1418): HMRC's Income Tax liabilities Table 2.6 (July 2026) Income Tax on savings at the basic, higher and additional rates, all payers, United Kingdom, as the calendar-2025 window of the 2024-25 and 2025-26 projections: the base the Budget 2026 savings income rates are costed on. The incumbent registry binds no tax by income source or rate."
   },
   {
    "kind": "ledger_only",
-   "ledger_value": 1613862575.4222026,
+   "ledger_value": 1720000000.0,
    "name": "hmrc.itl.savings_tax_at_basic_rate",
    "period": 2025,
    "reason": "Coverage the incumbent lacks (microcosm#1418): HMRC's Income Tax liabilities Table 2.6 (July 2026) Income Tax on savings at the basic, higher and additional rates, all payers, United Kingdom, as the calendar-2025 window of the 2024-25 and 2025-26 projections: the base the Budget 2026 savings income rates are costed on. The incumbent registry binds no tax by income source or rate."
   },
   {
    "kind": "ledger_only",
-   "ledger_value": 2237708612.980365,
+   "ledger_value": 2587500000.0,
    "name": "hmrc.itl.savings_tax_at_higher_rate",
    "period": 2025,
    "reason": "Coverage the incumbent lacks (microcosm#1418): HMRC's Income Tax liabilities Table 2.6 (July 2026) Income Tax on savings at the basic, higher and additional rates, all payers, United Kingdom, as the calendar-2025 window of the 2024-25 and 2025-26 projections: the base the Budget 2026 savings income rates are costed on. The incumbent registry binds no tax by income source or rate."
diff --git a/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json b/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
index 64af9da554..469216ffd7 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
@@ -4649,9 +4649,6 @@
     "dfe.funded_childcare.working_parent_children_2_to_4",
     "dfi_ni.bus.passenger_receipts",
     "dwp.workplace_pension.employer_contributions",
-    "hmrc.itl.savings_tax_at_additional_rate",
-    "hmrc.itl.savings_tax_at_basic_rate",
-    "hmrc.itl.savings_tax_at_higher_rate",
     "nithc.public_transport_support",
     "obr.beer_and_cider_duties",
     "obr.wine_duties",
@@ -8202,30 +8199,6 @@
       "from": "2024",
       "to": "2025"
     },
-    {
-      "name": "hmrc.itl.savings_tax_at_basic_rate",
-      "from": "2023",
-      "to": "2025",
-      "index": "obr.efo_2026_10.savings_income_growth",
-      "factor": "1.35618703816992",
-      "value_before_uprating": "1190000000.0"
-    },
-    {
-      "name": "hmrc.itl.savings_tax_at_higher_rate",
-      "from": "2023",
-      "to": "2025",
-      "index": "obr.efo_2026_10.savings_income_growth",
-      "factor": "1.35618703816992",
-      "value_before_uprating": "1650000000.0"
-    },
-    {
-      "name": "hmrc.itl.savings_tax_at_additional_rate",
-      "from": "2023",
-      "to": "2025",
-      "index": "obr.efo_2026_10.savings_income_growth",
-      "factor": "1.35618703816992",
-      "value_before_uprating": "2700000000.0"
-    },
     {
       "name": "hmrc.spi.savings_interest_income.amount_by_total_income_band.band_100000",
       "from": "2023",
@@ -23821,16 +23794,11 @@
           "name": "hmrc.itl.savings_tax_at_basic_rate",
           "status": "active",
           "matched_fact_count_overall": 4,
-          "matched_fact_count_at_or_before_period": 1,
+          "matched_fact_count_at_or_before_period": 3,
           "resolved_period": 2025,
-          "resolved_value": 1613862575.4222026,
-          "resolved_fact_period": "2023",
-          "resolved_fact_key": "ledger_aggregate_fact_v2_461e08050a646d69b81e5ef5",
-          "uprating": {
-            "index": "obr.efo_2026_10.savings_income_growth",
-            "factor": "1.35618703816992",
-            "value_before_uprating": "1190000000.0"
-          }
+          "resolved_value": 1720000000.0,
+          "resolved_fact_period": "2025",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_76d65d104935eb1a9e6c4d82"
         }
       ]
     },
@@ -23841,16 +23809,11 @@
           "name": "hmrc.itl.savings_tax_at_higher_rate",
           "status": "active",
           "matched_fact_count_overall": 4,
-          "matched_fact_count_at_or_before_period": 1,
+          "matched_fact_count_at_or_before_period": 3,
           "resolved_period": 2025,
-          "resolved_value": 2237708612.980365,
-          "resolved_fact_period": "2023",
-          "resolved_fact_key": "ledger_aggregate_fact_v2_f83c68fe39bde903cdbad6a6",
-          "uprating": {
-            "index": "obr.efo_2026_10.savings_income_growth",
-            "factor": "1.35618703816992",
-            "value_before_uprating": "1650000000.0"
-          }
+          "resolved_value": 2587500000.0,
+          "resolved_fact_period": "2025",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_29c9717012d95e7dd50c5d9c"
         }
       ]
     },
@@ -23861,16 +23824,11 @@
           "name": "hmrc.itl.savings_tax_at_additional_rate",
           "status": "active",
           "matched_fact_count_overall": 4,
-          "matched_fact_count_at_or_before_period": 1,
+          "matched_fact_count_at_or_before_period": 3,
           "resolved_period": 2025,
-          "resolved_value": 3661705003.058779,
-          "resolved_fact_period": "2023",
-          "resolved_fact_key": "ledger_aggregate_fact_v2_49c077ad9857be0df3fc43cb",
-          "uprating": {
-            "index": "obr.efo_2026_10.savings_income_growth",
-            "factor": "1.35618703816992",
-            "value_before_uprating": "2700000000.0"
-          }
+          "resolved_value": 4087500000.0,
+          "resolved_fact_period": "2025",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_f936b73617f0b0a75a5289dd"
         }
       ]
     },
diff --git a/packages/microcosm-build/src/microcosm/build/uk/target_references.json b/packages/microcosm-build/src/microcosm/build/uk/target_references.json
index 443182378a..5db205f2fa 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/target_references.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/target_references.json
@@ -32515,10 +32515,8 @@
         "contract_target_id": "hmrc.itl.savings_tax_at_basic_rate",
         "measure_kind": "prepared_column"
       },
-      "uprating_index": "obr.efo_2026_10.savings_income_growth",
-      "value_operation": "sum",
-      "uprating_from_period": "2023",
-      "uprating_to_period": 2025
+      "assertion_policy": "allow_source_projection",
+      "value_operation": "calendar_year_window"
     },
     {
       "name": "hmrc.itl.savings_tax_at_higher_rate",
@@ -32542,10 +32540,8 @@
         "contract_target_id": "hmrc.itl.savings_tax_at_higher_rate",
         "measure_kind": "prepared_column"
       },
-      "uprating_index": "obr.efo_2026_10.savings_income_growth",
-      "value_operation": "sum",
-      "uprating_from_period": "2023",
-      "uprating_to_period": 2025
+      "assertion_policy": "allow_source_projection",
+      "value_operation": "calendar_year_window"
     },
     {
       "name": "hmrc.itl.savings_tax_at_additional_rate",
@@ -32569,10 +32565,8 @@
         "contract_target_id": "hmrc.itl.savings_tax_at_additional_rate",
         "measure_kind": "prepared_column"
       },
-      "uprating_index": "obr.efo_2026_10.savings_income_growth",
-      "value_operation": "sum",
-      "uprating_from_period": "2023",
-      "uprating_to_period": 2025
+      "assertion_policy": "allow_source_projection",
+      "value_operation": "calendar_year_window"
     },
     {
       "name": "hmrc.spi.savings_interest_income.amount_by_total_income_band.band_100000",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
index a0158c32a7..3c256b320c 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
@@ -21801,7 +21801,7 @@
           "value_expression": "0.2 * basic_rate_savings_income_annual",
           "from_entity": "person",
           "map_to": "household",
-          "notes": "Income Tax on savings income at the basic rate (20%), all payers, United Kingdom, bound at the 2025 calibration period as HMRC's 2023-24 outturn from Income Tax liabilities statistics Table 2.6 (July 2026), grown on the OBR's savings income path (selector_note). It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's basic_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (basic_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
+          "notes": "Income Tax on savings income at the basic rate (20%), all payers, United Kingdom, bound at the 2025 calibration period as the calendar-2025 window of HMRC's 2024-25 and 2025-26 projections (3/12 and 9/12; value_operation calendar_year_window) from Income Tax liabilities statistics Table 2.6 (July 2026), HMRC's projection of the 2023-24 SPI base. It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's basic_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (basic_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
         },
         "axiom": {
           "metric_name": "hmrc/itl_savings_tax/basic_rate",
@@ -21819,10 +21819,10 @@
         },
         "entity_name": "person"
       },
+      "value_operation": "calendar_year_window",
+      "assertion_policy": "allow_source_projection",
       "category_id": "hmrc.income_tax_liabilities_statistics",
-      "label": "Income Tax on savings at the basic rate",
-      "uprating_index": "obr.efo_2026_10.savings_income_growth",
-      "selector_note": "Uprated from HMRC's 2023-24 outturn to the 2025 calibration period by the OBR's forecast growth of savings income (October 2026 EFO, receipts Table 4.5), chained from 2023-24 and weighted over the two fiscal years overlapping calendar 2025, about x1.36: the path the Budget's savings costing grows its 2023-24 base by, and the one SPI Table 3.7's savings rows take (María's choice of 2026-10-31, option A, microcosm#1428). Only the observed year is read. HMRC's own 2024-25 and 2025-26 projections, as a calendar-2025 window, put the tax about 12% higher (x1.52 over the outturn against x1.36 for the income): the frozen Personal Savings Allowance and thresholds take a growing share of savings into tax, a leverage this anchor leaves out."
+      "label": "Income Tax on savings at the basic rate"
     },
     {
       "target_id": "hmrc.itl.savings_tax_at_higher_rate",
@@ -21851,7 +21851,7 @@
           "value_expression": "0.4 * higher_rate_savings_income_annual",
           "from_entity": "person",
           "map_to": "household",
-          "notes": "Income Tax on savings income at the higher rate (40%), all payers, United Kingdom, bound at the 2025 calibration period as HMRC's 2023-24 outturn from Income Tax liabilities statistics Table 2.6 (July 2026), grown on the OBR's savings income path (selector_note). It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's higher_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (higher_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
+          "notes": "Income Tax on savings income at the higher rate (40%), all payers, United Kingdom, bound at the 2025 calibration period as the calendar-2025 window of HMRC's 2024-25 and 2025-26 projections (3/12 and 9/12; value_operation calendar_year_window) from Income Tax liabilities statistics Table 2.6 (July 2026), HMRC's projection of the 2023-24 SPI base. It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's higher_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (higher_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
         },
         "axiom": {
           "metric_name": "hmrc/itl_savings_tax/higher_rate",
@@ -21869,10 +21869,10 @@
         },
         "entity_name": "person"
       },
+      "value_operation": "calendar_year_window",
+      "assertion_policy": "allow_source_projection",
       "category_id": "hmrc.income_tax_liabilities_statistics",
-      "label": "Income Tax on savings at the higher rate",
-      "uprating_index": "obr.efo_2026_10.savings_income_growth",
-      "selector_note": "Uprated from HMRC's 2023-24 outturn to the 2025 calibration period by the OBR's forecast growth of savings income (October 2026 EFO, receipts Table 4.5), chained from 2023-24 and weighted over the two fiscal years overlapping calendar 2025, about x1.36: the path the Budget's savings costing grows its 2023-24 base by, and the one SPI Table 3.7's savings rows take (María's choice of 2026-10-31, option A, microcosm#1428). Only the observed year is read. HMRC's own 2024-25 and 2025-26 projections, as a calendar-2025 window, put the tax about 12% higher (x1.52 over the outturn against x1.36 for the income): the frozen Personal Savings Allowance and thresholds take a growing share of savings into tax, a leverage this anchor leaves out."
+      "label": "Income Tax on savings at the higher rate"
     },
     {
       "target_id": "hmrc.itl.savings_tax_at_additional_rate",
@@ -21901,7 +21901,7 @@
           "value_expression": "0.45 * add_rate_savings_income_annual",
           "from_entity": "person",
           "map_to": "household",
-          "notes": "Income Tax on savings income at the additional rate (45%), all payers, United Kingdom, bound at the 2025 calibration period as HMRC's 2023-24 outturn from Income Tax liabilities statistics Table 2.6 (July 2026), grown on the OBR's savings income path (selector_note). It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's add_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (add_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
+          "notes": "Income Tax on savings income at the additional rate (45%), all payers, United Kingdom, bound at the 2025 calibration period as the calendar-2025 window of HMRC's 2024-25 and 2025-26 projections (3/12 and 9/12; value_operation calendar_year_window) from Income Tax liabilities statistics Table 2.6 (July 2026), HMRC's projection of the 2023-24 SPI base. It is the base the Budget's savings income rates are costed on (Budget 2026 policy costings, savings income: all taxable savings income above the Personal Allowance, Personal Savings Allowance and starting rate, ISA returns excluded, from HMRC's Personal Tax Model on SPI 2023-24). The value is the rate times the engine's add_rate_savings_income, the savings income the rate charges once the allowances, the starting rate and the Personal Savings Allowance are taken, which policyengine-uk draws from savings_interest_income outside ISAs and other_investment_income together (taxable_savings_interest_income); it reads each person's income over the 12 months before their interview, a proxy for the tax year, as the other Income Tax liabilities rows do (add_rate_savings_income_annual). HMRC's savings may also hold gains on life insurance policies, which the frame holds in no input. microcosm#1418."
         },
         "axiom": {
           "metric_name": "hmrc/itl_savings_tax/additional_rate",
@@ -21919,10 +21919,10 @@
         },
         "entity_name": "person"
       },
+      "value_operation": "calendar_year_window",
+      "assertion_policy": "allow_source_projection",
       "category_id": "hmrc.income_tax_liabilities_statistics",
-      "label": "Income Tax on savings at the additional rate",
-      "uprating_index": "obr.efo_2026_10.savings_income_growth",
-      "selector_note": "Uprated from HMRC's 2023-24 outturn to the 2025 calibration period by the OBR's forecast growth of savings income (October 2026 EFO, receipts Table 4.5), chained from 2023-24 and weighted over the two fiscal years overlapping calendar 2025, about x1.36: the path the Budget's savings costing grows its 2023-24 base by, and the one SPI Table 3.7's savings rows take (María's choice of 2026-10-31, option A, microcosm#1428). Only the observed year is read. HMRC's own 2024-25 and 2025-26 projections, as a calendar-2025 window, put the tax about 12% higher (x1.52 over the outturn against x1.36 for the income): the frozen Personal Savings Allowance and thresholds take a growing share of savings into tax, a leverage this anchor leaves out."
+      "label": "Income Tax on savings at the additional rate"
     },
     {
       "target_id": "hmrc.spi.savings_interest_income.amount_by_total_income_band",
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_itl_savings_tax_rates.py b/packages/microcosm-build/tests/engine/uk/test_uk_itl_savings_tax_rates.py
index 3a8db7d154..bb142db3d5 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_itl_savings_tax_rates.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_itl_savings_tax_rates.py
@@ -3,8 +3,8 @@
 Each ``hmrc.itl.savings_tax_at_<rate>_rate`` row binds Table 2.6's tax on
 savings at one rate as that rate times the engine's savings income at it.
 These tests fail if policyengine-uk's savings rates move in either tax year of
-calendar 2025, the period the rows are measured at, or if a row names another
-rate's income.
+the calendar-2025 window the rows bind, or if a row names another rate's
+income.
 """
 
 from __future__ import annotations
@@ -47,7 +47,7 @@ def test_each_row_scales_its_rates_income_by_the_engines_rate(rate) -> None:
         "income_tax_component": f"savings_at_{rate}_rate"
     }
     parameters = CountryTaxBenefitSystem().parameters
-    # Calendar 2025's two tax years: 2024-25 and 2025-26, read as the engine
+    # The window's two tax years: 2024-25 and 2025-26, read as the engine
     # reads a year's parameters.
     for instant in ("2024-04-30", "2025-04-30"):
         savings = parameters(instant).gov.hmrc.income_tax.rates.savings
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
index fc09d276f7..48d0668d39 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
@@ -51,6 +51,7 @@
     "hmrc_itl",
     "hmrc_itl_marginal_rate",
     "hmrc_itl_age",
+    "hmrc_itl_savings_rate",
     "dwp_benefit_expenditure",
 }
 NATIONAL_SELECTOR_KEYS = {

From 0c2f5314f3a1f99bfbd69727c7b52a3aaac2b2d4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 12:56:17 +0000
Subject: [PATCH 28/44] Declare the trading allowance receipts stage's
 source-household read

The spine from f9676fed9 stopped in trading_allowance_receipts, and so
did CI's graph driver test and the staging smoke test. The stage counts
its receipt's support by household_source_id, but its graph declaration
read only self_employment_income, so the executor didn't hand it that
cell. The stage now declares the read, as regional_home_values and
property_purchases do, and the H2 fixture's graph follows.

The fixture tool's legacy oracle runs every stage on the whole frame, so
it didn't catch this.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../src/microcosm/build/uk_runtime/graph.py                | 7 +++++--
 .../tests/fixtures/parity/uk_spine/uk_spine.json           | 2 +-
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
index aa0a223630..f4e813ffb2 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
@@ -606,8 +606,11 @@
         }
     ),
     # The gross receipts are drawn on each person's final self-employment
-    # profit (microcosm#1428).
-    "trading_allowance_receipts": frozenset({("person", "self_employment_income")}),
+    # profit, and the receipt counts support by source household
+    # (microcosm#1428).
+    "trading_allowance_receipts": frozenset(
+        {("person", "self_employment_income"), ("household", "household_source_id")}
+    ),
     # The copies' childcare re-draw reads every household's clone path (the
     # lineage columns of each copy stage) and keeps the native units' cells:
     # an open surface, like the other take-up redraws.
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index 657d231819..61db8463df 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"770d3dd64aa5259d41b77ccebe5c2e2391500a63bccaf0d11defe322fa710922","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"8323227c614289f0aca067f8cf9beeb7cb32fc5745debde5851262fab77cedd2","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage trading_allowance_receipts.","id":"trading_allowance_receipts","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","lifetime_isa_payments","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.trading_allowance_receipts@1","mass":"conserve","outputs":[{"column":"self_employment_gross_receipts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"trading_allowance_receipts","stage_contract_sha256":"7b7b687a3139167e16917f26cea8400f55604efa7528ccf3b1a9876946bd7b31","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"770d3dd64aa5259d41b77ccebe5c2e2391500a63bccaf0d11defe322fa710922","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"8323227c614289f0aca067f8cf9beeb7cb32fc5745debde5851262fab77cedd2","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage trading_allowance_receipts.","id":"trading_allowance_receipts","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","lifetime_isa_payments","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.trading_allowance_receipts@1","mass":"conserve","outputs":[{"column":"self_employment_gross_receipts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"trading_allowance_receipts","stage_contract_sha256":"7b7b687a3139167e16917f26cea8400f55604efa7528ccf3b1a9876946bd7b31","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}

From 3702769f09d554171b95e4681ab0fad06d1f0c5d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 17:43:18 +0000
Subject: [PATCH 29/44] Pin the trading allowance receipts stage in the
 stage-order tests

The receipts stage now runs after the ISA subscriptions, so the two tests
that pinned the ISA subscriptions as the last spine stage name both.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../engine_free/uk/test_uk_isa_subscriptions.py      |  3 ++-
 .../uk/test_uk_private_school_attendance.py          | 12 ++++++++----
 2 files changed, 10 insertions(+), 5 deletions(-)

diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_isa_subscriptions.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_isa_subscriptions.py
index 9b0697df75..a438f363ab 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_isa_subscriptions.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_isa_subscriptions.py
@@ -550,7 +550,8 @@ def test_the_committed_declaration_carries_the_tested_operations():
     lisa = {artifact["role"]: artifact for artifact in stages["was_lisa"].artifacts}
     for role in ("was_qrf_donor", "was_person_tab"):
         assert roles[role] == lisa[role]
-    assert list(stages)[-1] == "isa_subscriptions"
+    # Only the self-employed's gross receipts run after it (microcosm#1428).
+    assert list(stages)[-2:] == ["isa_subscriptions", "trading_allowance_receipts"]
 
 
 def test_no_calibration_target_reads_an_isa_fact():
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_private_school_attendance.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_private_school_attendance.py
index cc02204d5c..a163fbb496 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_private_school_attendance.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_private_school_attendance.py
@@ -107,15 +107,19 @@ def test_the_stage_needs_the_stored_draw_and_writes_attendance_once():
         store_private_school_attendance(stored, engine=engine, calibration_year=2025)
 
 
-def test_only_the_isa_subscriptions_follow_the_stage():
+def test_only_the_isa_subscriptions_and_receipts_follow_the_stage():
     """No later stage copies or re-keys a person, so the stored flags reach
-    the release as the engine set them. Only the ISA subscriptions follow it,
-    writing person ISA columns on the rows they are given (microcosm#1415)."""
+    the release as the engine set them. Only the ISA subscriptions and the
+    self-employed's gross receipts follow it, each writing person columns on
+    the rows they are given (microcosm#1415, microcosm#1428)."""
 
     stages = load_country_spec("uk").sources.stages
     names = [stage.stage for stage in stages]
     later = stages[names.index("private_school_attendance") + 1 :]
-    assert [stage.stage for stage in later] == ["isa_subscriptions"]
+    assert [stage.stage for stage in later] == [
+        "isa_subscriptions",
+        "trading_allowance_receipts",
+    ]
     for stage in later:
         assert PRIVATE_SCHOOL_ATTENDANCE_OUTPUT not in {
             *stage.outputs,

From b9bcd709c3d770e884e2866c7acecdc9965ba24a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 17:43:18 +0000
Subject: [PATCH 30/44] Drop the ISA subscriptions stage's empty fit-weight
 records

The stage fits no model, but it declared an empty fit_weight_records
tuple. The stage evidence then carried an empty list for it, and the
release-cut weights audit reads an empty list as a fitting stage that
recorded nothing, so every national certified after #1421 failed
uk_weights_audit. A regression test reads the stage's evidence.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 changelog.d/1428-isa-fit-weight-records.fixed.md     |  1 +
 .../microcosm/build/uk_runtime/isa_subscriptions.py  |  5 -----
 .../engine_free/uk/test_uk_isa_subscriptions.py      | 12 ++++++++++++
 3 files changed, 13 insertions(+), 5 deletions(-)
 create mode 100644 changelog.d/1428-isa-fit-weight-records.fixed.md

diff --git a/changelog.d/1428-isa-fit-weight-records.fixed.md b/changelog.d/1428-isa-fit-weight-records.fixed.md
new file mode 100644
index 0000000000..967a5f7d98
--- /dev/null
+++ b/changelog.d/1428-isa-fit-weight-records.fixed.md
@@ -0,0 +1 @@
+The ISA subscriptions stage no longer declares an empty list of fit-weight records (#1428). It fits no model, but the release-cut weights audit read its empty list as a fitting stage that recorded nothing, so every national certified after #1421 failed `uk_weights_audit`.
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/isa_subscriptions.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/isa_subscriptions.py
index c7145e9d17..f9054c4363 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/isa_subscriptions.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/isa_subscriptions.py
@@ -60,7 +60,6 @@
 import numpy as np
 import pandas as pd
 
-from microcosm.build.gates import FitWeightRecord
 from microcosm.build.source_manifest import SourceStageSpec
 from microcosm.build.stochastic_assignment import stable_identity_uniforms
 from microcosm.build.uk_runtime.cgt_imputation import (
@@ -1643,10 +1642,6 @@ class UKISASubscriptionsStageTransform:
     statistics: HMRCISAStatistics | None = None
     last_receipt: Mapping[str, Any] | None = field(default=None, init=False)
 
-    @property
-    def fit_weight_records(self) -> tuple[FitWeightRecord, ...]:
-        return ()
-
     def _table(
         self,
         supplied: pd.DataFrame | None,
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_isa_subscriptions.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_isa_subscriptions.py
index a438f363ab..b11dc5592b 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_isa_subscriptions.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_isa_subscriptions.py
@@ -9,6 +9,7 @@
 import pytest
 
 from microcosm.build.source_manifest import SourceOperationSpec
+from microcosm.build.stage_evidence import snapshot_stage_evidence
 from microcosm.build.uk_runtime import isa_subscriptions as stage
 from microcosm.build.uk_runtime.cgt_imputation import (
     UK_CGT_TAXABLE_INCOME_PROXY_COMPONENTS,
@@ -392,6 +393,17 @@ def test_the_whole_stage_writes_its_columns_within_every_invariant(statistics):
         assert gate.passed, (gate_id, gate.failures)
 
 
+def test_the_stage_declares_no_fit_weight_records(statistics):
+    """The stage fits no model. A declared empty list read as a fitting stage
+    that recorded nothing, which failed the release-cut weights audit
+    (microcosm#1428)."""
+
+    transform = _transform(statistics)
+    transform(_stage_frame())
+    evidence = snapshot_stage_evidence("isa_subscriptions", transform)
+    assert "fit_weight_records" not in evidence
+
+
 def test_reordering_the_rows_moves_no_draw(statistics):
     """Every draw is keyed on identity, so row order moves none.
 

From c5ef12756f3695081082b35ad1c7af5bfda58c15 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 17:43:26 +0000
Subject: [PATCH 31/44] Anchor the SPI copies' gift leaves to the tape's
 weighted totals
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Gift Aid and charitable investment gifts are sparse leaves that the
stage-1 chain draws after, and conditioned on, the income leaves. Rebasing
the donor savings on the tape's taxpayers changed which few donors' gifts
the copies drew, and the release-cut input-mass check found
charitable_investment_gifts beyond its band. Each column's total over the
drawn copies, at the stage's household weights, is now scaled to the
prepared tape's FACT-weighted total (María's ruling of 2026-10-31). The
stage evidence records each column's factor only.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 changelog.d/1428-spi-gift-anchor.fixed.md     |  1 +
 .../microcosm/build/uk_runtime/spi_income.py  | 55 +++++++++++++++++++
 .../microcosm/build/uk_runtime/spi_spine.py   |  1 +
 .../tests/engine/uk/test_uk_spi_income.py     | 21 +++++--
 .../uk/test_uk_spi_savings_rebase.py          | 47 ++++++++++++++++
 5 files changed, 121 insertions(+), 4 deletions(-)
 create mode 100644 changelog.d/1428-spi-gift-anchor.fixed.md

diff --git a/changelog.d/1428-spi-gift-anchor.fixed.md b/changelog.d/1428-spi-gift-anchor.fixed.md
new file mode 100644
index 0000000000..b95723a37b
--- /dev/null
+++ b/changelog.d/1428-spi-gift-anchor.fixed.md
@@ -0,0 +1 @@
+The SPI income stage anchors the drawn copies' Gift Aid and charitable investment gifts to the SPI tape's own weighted totals (#1428; María's ruling of 2026-10-31). Both are sparse leaves that the stage-1 chain draws after, and conditioned on, the income leaves. Rebasing the donor savings on the tape's taxpayers therefore changed which few donors' gifts the copies drew, and the release-cut input-mass check found `charitable_investment_gifts` beyond its band. Each column's total over the drawn copies, at the stage's household weights, is now scaled to the tape's FACT-weighted total. A column that the tape or the copies carry none of is left as drawn. The stage evidence records each column's factor, never a total or a count.
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index bd263d5aa6..1067bd1aea 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -724,6 +724,7 @@ class UKSPIIncomeImputationResult:
     state_pension_age: int | None = None
     gainful_self_employment_refresh: Mapping[str, object] | None = None
     pension_coherence: Mapping[str, object] | None = None
+    gift_anchor: Mapping[str, object] | None = None
 
 
 @dataclass(frozen=True)
@@ -1347,6 +1348,9 @@ def fit_reference(encoded: pd.DataFrame, observed: pd.DataFrame):
         )
         guard_receipts.append(receipt)
 
+    person, gift_anchor = _anchor_spi_gifts_to_tape(
+        person, household, donor_full, spi_people=spi_people
+    )
     # Non-ISA interest is the stage-1 taxable draw; ISA interest is the stage-2
     # draw beside it (microcosm#1360).
     person.loc[spi_people, "savings_interest_income"] = taxable_interest_draw
@@ -1402,6 +1406,7 @@ def fit_reference(encoded: pd.DataFrame, observed: pd.DataFrame):
         state_pension_age=int(state_pension_age),
         gainful_self_employment_refresh=gainful_self_employment,
         pension_coherence=pension_coherence,
+        gift_anchor=gift_anchor,
     )
 
 
@@ -2804,6 +2809,56 @@ def _spi_pension_coherence(
     return person, receipt
 
 
+#: Gift Aid and charitable investment gifts are sparse leaves the stage-1
+#: chain draws after, and conditioned on, the income leaves, so a change to
+#: the donor savings rebase reshuffles which few donors' gifts the copies
+#: draw: rebasing on the tape's taxpayers moved the copies' charitable
+#: investment gifts far from the tape's own total (microcosm#1428). Their
+#: totals over the drawn copies, at the stage's weights, are anchored to the
+#: tape's own FACT-weighted totals (María's ruling of 2026-10-31). Both
+#: columns are nominal, as their uprating mapping (None) keeps them.
+SPI_GIFT_ANCHOR_COLUMNS = ("gift_aid", "charitable_investment_gifts")
+SPI_GIFT_ANCHOR_BASIS = (
+    "each column's total over the drawn copies at the stage's household "
+    "weights equals the prepared tape's FACT-weighted total; a column the "
+    "tape or the copies carry none of is left as drawn"
+)
+
+
+def _anchor_spi_gifts_to_tape(
+    person: pd.DataFrame,
+    household: pd.DataFrame,
+    donor: pd.DataFrame,
+    *,
+    spi_people: pd.Series,
+) -> tuple[pd.DataFrame, dict[str, object]]:
+    """Scale the copies' gift leaves to the tape's FACT-weighted totals.
+
+    The receipt records each column's factor only, never a total or a count.
+    """
+
+    weights = _person_household_weights(person, household).to_numpy(dtype=np.float64)
+    rows = spi_people.reindex(person.index).fillna(False).to_numpy(dtype=bool)
+    fact = donor["FACT"].to_numpy(dtype=np.float64)
+    factors: dict[str, float] = {}
+    for column in SPI_GIFT_ANCHOR_COLUMNS:
+        tape = float((fact * donor[column].to_numpy(dtype=np.float64)).sum())
+        values = person[column].to_numpy(dtype=np.float64, copy=True)
+        drawn = float((weights[rows] * values[rows]).sum())
+        if tape <= 0.0 or drawn <= 0.0:
+            factors[column] = 1.0
+            continue
+        factor = tape / drawn
+        values[rows] = values[rows] * factor
+        person[column] = values
+        factors[column] = factor
+    return person, {
+        "columns": list(SPI_GIFT_ANCHOR_COLUMNS),
+        "basis": SPI_GIFT_ANCHOR_BASIS,
+        "factors": factors,
+    }
+
+
 def _person_household_weights(
     person: pd.DataFrame,
     household: pd.DataFrame,
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
index 0fcbd5724b..dd97836aa4 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
@@ -405,6 +405,7 @@ def evidence(self) -> dict[str, object]:
                 self.imputation.gainful_self_employment_refresh
             ),
             "pension_coherence": self.imputation.pension_coherence,
+            "gift_anchor": self.imputation.gift_anchor,
             "state_pension_age_guard": list(self.imputation.state_pension_age_guard),
             "targets": {
                 "count": len(self.source_targets.targets),
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
index 084ad807fa..7c225111d0 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
@@ -47,7 +47,8 @@ def test_spi_preserves_observed_children_outside_the_donor_age_domain(
     )
     assert result.spi_prediction_rows == int(person[channel].eq("spi").sum()) - 1
     adults = person[channel].eq("spi") & person.age.ge(16)
-    assert result.person.loc[adults, "gift_aid"].eq(10).all()
+    factor = result.gift_anchor["factors"]["gift_aid"]
+    assert result.person.loc[adults, "gift_aid"].eq(10.0 * factor).all()
 
 
 def test_spi_rebases_income_before_frs_fill_and_preserves_child_inputs(
@@ -411,8 +412,19 @@ def test_spi_qrf_stages_use_typed_weights_and_keep_isa_interest_apart(
         .all()
     )
     assert result.person.loc[spi_people, "other_investment_income"].eq(25.0).all()
-    assert result.person.loc[spi_people, "gift_aid"].eq(10.0).all()
-    assert result.person.loc[spi_people, "charitable_investment_gifts"].eq(2.0).all()
+    # The gift leaves are the forest's draws scaled to the tape's FACT-weighted
+    # totals, 300 of Gift Aid and 30 of investment gifts (microcosm#1428).
+    factors = result.gift_anchor["factors"]
+    weights = result.person.loc[spi_people, "person_household_id"].map(
+        support.household.set_index("household_id")["household_weight"]
+    )
+    for column, draw, tape in (
+        ("gift_aid", 10.0, 300.0),
+        ("charitable_investment_gifts", 2.0, 30.0),
+    ):
+        gifts = result.person.loc[spi_people, column]
+        assert gifts.eq(draw * factors[column]).all()
+        assert (weights * gifts).sum() == pytest.approx(tape)
     assert (
         result.person.loc[
             spi_people,
@@ -872,7 +884,8 @@ def test_undrawn_twins_keep_their_values_and_are_receipted(
         result.person.loc[copy[0], kept], person.loc[copy[0], kept], check_names=False
     )
     others = person.index[(person[channel] == "spi") & (person["age"] >= 16)].drop(copy)
-    assert result.person.loc[others, "gift_aid"].eq(10.0).all()
+    factor = result.gift_anchor["factors"]["gift_aid"]
+    assert result.person.loc[others, "gift_aid"].eq(10.0 * factor).all()
     # The stage flags the rows it drew, and only those, for the later stages
     # that tell tape-concept rows from FRS-concept ones.
     flag = result.person["person_is_spi_income_recipient"]
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
index 8e01545f14..b6317d4dcc 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
@@ -219,3 +219,50 @@ def test_a_tape_that_does_not_gross_to_the_population_is_left_as_it_is() -> None
     for column in PUBLISHED:
         assert "skipped" in receipt["columns"][column]
         pd.testing.assert_series_equal(rebased[column], donor[column])
+
+
+def test_gift_leaves_are_anchored_to_the_tapes_weighted_totals() -> None:
+    # Two copies drawn, one FRS row and one undrawn copy; the tape's
+    # FACT-weighted totals are 3,000 of Gift Aid and 600 of investment gifts.
+    person = pd.DataFrame(
+        {
+            "person_id": [1, 2, 3, 4],
+            "person_household_id": [10, 20, 30, 40],
+            "gift_aid": [100.0, 300.0, 50.0, 70.0],
+            "charitable_investment_gifts": [0.0, 400.0, 0.0, 9.0],
+        }
+    )
+    household = pd.DataFrame(
+        {"household_id": [10, 20, 30, 40], "household_weight": [2.0, 3.0, 5.0, 7.0]}
+    )
+    donor = pd.DataFrame(
+        {
+            "FACT": [10.0, 20.0],
+            "gift_aid": [100.0, 100.0],
+            "charitable_investment_gifts": [0.0, 30.0],
+        }
+    )
+    drawn = pd.Series([True, True, False, False])
+    anchored, receipt = spi_income._anchor_spi_gifts_to_tape(
+        person.copy(), household, donor, spi_people=drawn
+    )
+    weights = pd.Series([2.0, 3.0])
+    # The drawn copies carried 1,100 of Gift Aid and 1,200 of investment gifts.
+    assert (weights * anchored.loc[:1, "gift_aid"]).sum() == pytest.approx(3_000.0)
+    assert (weights * anchored.loc[:1, "charitable_investment_gifts"]).sum() == (
+        pytest.approx(600.0)
+    )
+    assert receipt["factors"] == pytest.approx(
+        {"gift_aid": 3_000.0 / 1_100.0, "charitable_investment_gifts": 0.5}
+    )
+    # Rows the stage did not draw keep their values.
+    assert anchored.loc[2:, "gift_aid"].tolist() == [50.0, 70.0]
+    assert anchored.loc[2:, "charitable_investment_gifts"].tolist() == [0.0, 9.0]
+    # A column the tape carries none of is left as drawn.
+    _, receipt = spi_income._anchor_spi_gifts_to_tape(
+        person.copy(),
+        household,
+        donor.assign(charitable_investment_gifts=0.0),
+        spi_people=drawn,
+    )
+    assert receipt["factors"]["charitable_investment_gifts"] == 1.0

From a8e25870c4eed8f73dfe17e8a7cc9dd057155a6a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sat, 31 Oct 2026 17:54:54 +0000
Subject: [PATCH 32/44] Bind DWP's income-based Jobseeker's Allowance spending
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

María's ruling of 2026-10-31 (microcosm#1428). The release-cut input-mass
check on the national from 0c2f5314f found jsa_income_reported beyond its
band. The national met OBR's total JSA by scaling income-based reporters
together with contributory claimants, but income-based JSA closes with the
move to Universal Credit: DWP's Spring Forecast 2026 puts it at GBP 91.0m
in FY2024-25 and under GBP 1m from FY2025-26.

- dwp.jsa.amount_income_based binds DWP's income-based expenditure line on
  jsa_income over Great Britain, at the calendar-2025 window of the two
  fiscal years, as the pension-age Housing Benefit row is. The solve now
  meets the rest of OBR's total on contributory claimants. The target is
  unmapped in the registry parity (no uk-data metric).
- The national references and membership and the national compile-parity
  receipt are regenerated on the pinned feed (53815b2): one new row,
  resolved at GBP 23.4m.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1428-dwp-jsa-income-based.added.md        |  1 +
 ...ity_incumbent_2025_signed_differences.json | 13 +++-
 .../build/uk/target_reference_membership.json | 27 ++++++-
 .../microcosm/build/uk/target_references.json | 29 +++++++
 .../build/uk/uk_population_targets.json       | 75 +++++++++++++++++++
 .../uk/test_uk_population_targets.py          | 19 ++---
 .../uk/test_uk_target_references.py           |  5 +-
 7 files changed, 151 insertions(+), 18 deletions(-)
 create mode 100644 changelog.d/1428-dwp-jsa-income-based.added.md

diff --git a/changelog.d/1428-dwp-jsa-income-based.added.md b/changelog.d/1428-dwp-jsa-income-based.added.md
new file mode 100644
index 0000000000..aa0456ebb1
--- /dev/null
+++ b/changelog.d/1428-dwp-jsa-income-based.added.md
@@ -0,0 +1 @@
+The national calibration binds DWP's income-based Jobseeker's Allowance spending, `dwp.jsa.amount_income_based` (benefit expenditure and caseload tables, Spring Forecast 2026), at the calendar-2025 window of the fiscal years, as the pension-age Housing Benefit row is (#1428; María's ruling of 2026-10-31). Income-based JSA closes with the move to Universal Credit: £91.0m in FY2024-25 and under £1m from FY2025-26. Without the split, the calibration met OBR's total JSA by scaling income-based reporters together with contributory claimants. The release-cut input-mass check then found `jsa_income_reported` beyond its band.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json b/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
index 4e0514dcb2..bd01166f9c 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/ledger_compile_parity_incumbent_2025_signed_differences.json
@@ -1,11 +1,11 @@
 {
- "compiled_count": 1411,
+ "compiled_count": 1412,
  "counts_by_kind": {
   "calibration_drift": 557,
   "fixture_only": 48,
-  "ledger_only": 822
+  "ledger_only": 823
  },
- "difference_count": 1427,
+ "difference_count": 1428,
  "differences": [
   {
    "fixture_value": 1608000.0,
@@ -679,6 +679,13 @@
    "period": 2025,
    "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
   },
+  {
+   "kind": "ledger_only",
+   "ledger_value": 23377178.788788605,
+   "name": "dwp.jsa.amount_income_based",
+   "period": 2025,
+   "reason": "Ledger-compiled row has no fixture counterpart at this comparison period."
+  },
   {
    "kind": "ledger_only",
    "ledger_value": 1390586.25,
diff --git a/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json b/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
index 469216ffd7..30e565ddeb 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/target_reference_membership.json
@@ -1,11 +1,11 @@
 {
   "source_fact_feed": "chronicle-uk-53815b2-consumer-facts",
   "target_period": 2025,
-  "candidate_count": 1452,
-  "contract_target_count": 395,
-  "active_reference_count": 1411,
+  "candidate_count": 1453,
+  "contract_target_count": 396,
+  "active_reference_count": 1412,
   "status_counts": {
-    "active": 1411,
+    "active": 1412,
     "no_fact_at_or_before_period": 4,
     "signed_excluded": 37
   },
@@ -4488,6 +4488,10 @@
       "geography_level": "country",
       "geography_id": "K03000001"
     },
+    "dwp.jsa.amount_income_based": {
+      "geography_level": "country",
+      "geography_id": "K03000001"
+    },
     "microcosm.high_value_homes.over_1m_by_region": {
       "geography_fanout": [
         {
@@ -31872,6 +31876,21 @@
         }
       ]
     },
+    "dwp.jsa.amount_income_based": {
+      "status": "active",
+      "candidates": [
+        {
+          "name": "dwp.jsa.amount_income_based",
+          "status": "active",
+          "matched_fact_count_overall": 2,
+          "matched_fact_count_at_or_before_period": 2,
+          "resolved_period": 2025,
+          "resolved_value": 23377178.788788605,
+          "resolved_fact_period": "2025",
+          "resolved_fact_key": "ledger_aggregate_fact_v2_6d0a1e9a4006a42d57b637a2"
+        }
+      ]
+    },
     "microcosm.high_value_homes.over_1m_by_region": {
       "status": "active",
       "candidates": [
diff --git a/packages/microcosm-build/src/microcosm/build/uk/target_references.json b/packages/microcosm-build/src/microcosm/build/uk/target_references.json
index 5db205f2fa..224c13a3a3 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/target_references.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/target_references.json
@@ -310,6 +310,7 @@
       "dwp.hb.households_pension_age_social_rented": "dwp.legacy_benefits",
       "dwp.hb.households_private_rented": "dwp.housing_benefit",
       "dwp.hb.households_social_rented": "dwp.housing_benefit",
+      "dwp.jsa.amount_income_based": "dwp.legacy_benefits",
       "dwp.jsa_claimants": "dwp.legacy_benefits",
       "dwp.pension_credit.benefit_units": "dwp.pension_credit",
       "dwp.pension_credit.benefit_units_65_69": "dwp.pension_credit",
@@ -696,6 +697,7 @@
       "dwp.hb.households_pension_age_social_rented": "Housing Benefit benefit units, pension age, social rented sector",
       "dwp.hb.households_private_rented": "Housing Benefit claimants, private rented",
       "dwp.hb.households_social_rented": "Housing Benefit claimants, social rented",
+      "dwp.jsa.amount_income_based": "Jobseeker's Allowance spending, income-based",
       "dwp.jsa_claimants": "Jobseeker\u2019s Allowance claimants",
       "dwp.pension_credit.benefit_units": "Pension Credit benefit units, Great Britain",
       "dwp.pension_credit.benefit_units_65_69": "Pension Credit benefit units, claimant aged 65 to 69",
@@ -48838,6 +48840,33 @@
       "assertion_policy": "allow_source_projection",
       "value_operation": "calendar_year_window"
     },
+    {
+      "name": "dwp.jsa.amount_income_based",
+      "ledger_selector": {
+        "source_name": "dwp",
+        "source_concept": "dwp.benefit_expenditure_amount",
+        "entity_name": "government",
+        "dimension_values": {
+          "benefit_forecast_line": "unemployment_benefits__jobseekers_allowance__income_based"
+        },
+        "source_measure_id_by_opening_year": {
+          "2024": "expenditure_2024",
+          "2025": "expenditure_2025"
+        },
+        "geography_level": "country",
+        "geography_id": "K03000001"
+      },
+      "entity": "benunit",
+      "measure": "dwp/jsa/amount_income_based",
+      "family": "dwp_benefit_expenditure",
+      "period": 2025,
+      "metadata": {
+        "contract_target_id": "dwp.jsa.amount_income_based",
+        "measure_kind": "prepared_column"
+      },
+      "assertion_policy": "allow_source_projection",
+      "value_operation": "calendar_year_window"
+    },
     {
       "name": "microcosm.high_value_homes.over_1m_by_region@E12000001",
       "ledger_selector": {
diff --git a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
index 3c256b320c..3d2b27ef55 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
@@ -836,6 +836,7 @@
       "dwp.hb.households_pension_age_social_rented": "Post-freeze fact family (DWP Stat-Xplore Housing Benefit, pension age), no uk-data metric (microcosm#1069 c10).",
       "dwp.hb.households_pension_age_private_rented": "Post-freeze fact family (DWP Stat-Xplore Housing Benefit, pension age), no uk-data metric (microcosm#1069 c10).",
       "dwp.hb.amount_pension_age": "Post-freeze fact family (DWP benefit expenditure and caseload tables, pension-age Housing Benefit spending), no uk-data metric (microcosm#1095).",
+      "dwp.jsa.amount_income_based": "Post-freeze fact family (DWP benefit expenditure and caseload tables, income-based Jobseeker's Allowance spending), no uk-data metric (microcosm#1428).",
       "ons.households.english_regions": "Post-freeze fact family (each nation's official household estimate: LFS 2025 for England's regions, NRS 2025, Welsh Government rolled to 2025, Census 2021 rolled by LPS stock for Northern Ireland), no uk-data metric (microcosm#1123, nations win).",
       "nrs.households.scotland": "Post-freeze fact family (each nation's official household estimate: LFS 2025 for England's regions, NRS 2025, Welsh Government rolled to 2025, Census 2021 rolled by LPS stock for Northern Ireland), no uk-data metric (microcosm#1123, nations win).",
       "welshgov.households.wales": "Post-freeze fact family (each nation's official household estimate: LFS 2025 for England's regions, NRS 2025, Welsh Government rolled to 2025, Census 2021 rolled by LPS stock for Northern Ireland), no uk-data metric (microcosm#1123, nations win).",
@@ -1320,6 +1321,7 @@
       "dwp.hb.households_pension_age_social_rented",
       "dwp.hb.households_pension_age_private_rented",
       "dwp.hb.amount_pension_age",
+      "dwp.jsa.amount_income_based",
       "microcosm.high_value_homes.over_1m_by_region",
       "microcosm.high_value_homes.over_1_5m_by_region",
       "microcosm.high_value_homes.over_2m_by_region",
@@ -30236,6 +30238,79 @@
       "label": "Housing Benefit spending, pension age",
       "value_operation": "calendar_year_window"
     },
+    {
+      "target_id": "dwp.jsa.amount_income_based",
+      "family": "dwp_benefit_expenditure",
+      "geography_levels": [
+        "country"
+      ],
+      "measurement": {
+        "entity": "benunit",
+        "concept": "uk.benefits.jsa_income.amount",
+        "filters": [
+          {
+            "concept": "uk.geography.country",
+            "operator": "in",
+            "value": [
+              "england",
+              "scotland",
+              "wales"
+            ]
+          }
+        ]
+      },
+      "bindings": {
+        "policyengine": {
+          "metric_name": "dwp/jsa/amount_income_based",
+          "value_variable": "jsa_income",
+          "from_entity": "benunit",
+          "household_conditions": [
+            {
+              "variable": "region",
+              "entity": "household",
+              "reduce": "any",
+              "operator": "in",
+              "value": [
+                "NORTH_EAST",
+                "NORTH_WEST",
+                "YORKSHIRE",
+                "EAST_MIDLANDS",
+                "WEST_MIDLANDS",
+                "EAST_OF_ENGLAND",
+                "LONDON",
+                "SOUTH_EAST",
+                "SOUTH_WEST",
+                "WALES",
+                "SCOTLAND"
+              ],
+              "map_to": "benunit"
+            }
+          ],
+          "notes": "DWP benefit expenditure and caseload tables, Spring Forecast 2026: the Unemployment_benefits worksheet line 'Jobseeker's Allowance, income-based', nominal GBP, which DWP publishes for Great Britain plus residents overseas (Notes tab), so the model column sums Great Britain households only. Bound at the calendar-2025 window of the fiscal years (three twelfths of the FY2024-25 outturn, nine twelfths of the FY2025-26 forecast; calendar_year_window), as the pension-age Housing Benefit row is. Income-based JSA closes with the move to Universal Credit: GBP 144.7m in FY2023-24, GBP 91.0m in FY2024-25 and under GBP 1m forecast from FY2025-26. Without the split, the calibration met OBR's total JSA (obr.jobseekers_allowance) by scaling income-based reporters with contributory claimants, well above the window's level (microcosm#1428, María's ruling of 2026-10-31). The value is the engine's jsa_income, income-based JSA paid on the reported award."
+        },
+        "axiom": {
+          "metric_name": "dwp/jsa/amount_income_based",
+          "status": "pending",
+          "value_rule": "uk.benefits.jsa_income.amount"
+        }
+      },
+      "assertion_policy": "allow_source_projection",
+      "ledger_selector": {
+        "source_name": "dwp",
+        "source_concept": "dwp.benefit_expenditure_amount",
+        "entity_name": "government",
+        "dimension_values": {
+          "benefit_forecast_line": "unemployment_benefits__jobseekers_allowance__income_based"
+        },
+        "source_measure_id_by_opening_year": {
+          "2024": "expenditure_2024",
+          "2025": "expenditure_2025"
+        }
+      },
+      "category_id": "dwp.legacy_benefits",
+      "label": "Jobseeker's Allowance spending, income-based",
+      "value_operation": "calendar_year_window"
+    },
     {
       "target_id": "microcosm.high_value_homes.over_1m_by_region",
       "family": "high_value_homes",
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
index 48d0668d39..a017b658a7 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_population_targets.py
@@ -259,8 +259,8 @@ def test_uk_population_targets_shape_order_and_registry_accounting() -> None:
     # it by constituency and local authority, SPI Table 3.7's other income by
     # total-income band, and SPI Table 3.10's self-employment counts and
     # amounts by self-employment band and the counts with employment income
-    # among them.
-    assert len(resource["targets"]) == 457
+    # among them, and DWP's income-based Jobseeker's Allowance spending.
+    assert len(resource["targets"]) == 458
 
     providers = resource["hierarchy"]["providers"]
     categories = resource["hierarchy"]["categories"]
@@ -274,10 +274,10 @@ def test_uk_population_targets_shape_order_and_registry_accounting() -> None:
     target_ids = [target["target_id"] for target in resource["targets"]]
     registry_scope = resource["registry_parity"]["scope_target_ids"]
     profile_scope = resource["profile_parity"]["scope_target_ids"]
-    assert len(registry_scope) == 395
+    assert len(registry_scope) == 396
     assert len(profile_scope) == 62
-    assert target_ids[:395] == registry_scope
-    assert target_ids[395:] == profile_scope
+    assert target_ids[:396] == registry_scope
+    assert target_ids[396:] == profile_scope
 
     parity = resource["registry_parity"]
     assert parity["pinned_ref"] == "12a1e028afeef08d8b2d74ee03fd9de3a78b2dd3"
@@ -304,9 +304,10 @@ def test_uk_population_targets_shape_order_and_registry_accounting() -> None:
     # OBR excise rows have no uk-data metric (uk-data never measured excise
     # duty), nor microcosm#1069's two Income Tax payer by age rows, nor
     # microcosm#1418's three Income Tax on savings rows, its SPI other income
-    # row or its three Table 3.10 rows.
+    # row or its three Table 3.10 rows, nor microcosm#1428's income-based JSA
+    # spending row.
     assert len(mapped_target_ids) == 183
-    assert len(unmapped_declarations) == 212
+    assert len(unmapped_declarations) == 213
     suppressed_ancestors = parity["suppressed_ancestors"]
     assert len(suppressed_ancestors) == 5
     assert set(suppressed_ancestors).isdisjoint(parity["mapped"])
@@ -813,7 +814,7 @@ def test_uk_population_targets_have_unique_target_ids() -> None:
     resource = _load()
 
     target_ids = [target["target_id"] for target in resource["targets"]]
-    assert len(target_ids) == 457
+    assert len(target_ids) == 458
     assert len(target_ids) == len(set(target_ids))
 
 
@@ -1316,7 +1317,7 @@ def test_uc_payment_bands_share_administrative_family_but_keep_source_window() -
 
 def test_paid_joint_diagnostics_do_not_add_active_targets() -> None:
     targets = _load()["targets"]
-    assert len(targets) == 457
+    assert len(targets) == 458
     assert not any(
         f.get("variable") == "uc_calibration_child_entitlement"
         for target in targets
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_target_references.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_target_references.py
index 282a512ead..91b58ab79c 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_target_references.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_target_references.py
@@ -78,7 +78,8 @@
 # microcosm#1418 PR C: + 13, SPI Table 3.7's other income by band, and + 16,
 # SPI Table 3.10's self-employment bands from GBP 1 to GBP 10,000; its
 # savings follow-up (microcosm#1428): + 8, Table 3.10's individuals with
-# employment income over the same bands;
+# employment income over the same bands, and + 1, DWP's income-based
+# Jobseeker's Allowance spending;
 # microcosm#1418: + 3, HMRC's Income Tax on savings at each rate;
 # microcosm#1069: + 24, HMRC's Income Tax payers of State Pension age and aged
 # 65 and over in the twelve region-tier areas; microcosm#1095 (the bump after
@@ -124,7 +125,7 @@
 # thresholds over England's regions and Wales), which the national line drops
 # after the compile, less the North East and Wales rows over £2m, signed out
 # below the small-cell floor
-ACTIVE_REFERENCE_COUNT = 1411
+ACTIVE_REFERENCE_COUNT = 1412
 REGION_TIER_LEVEL = {code: level for level, code in UK_REGION_TIER}
 
 

From 91775db4ab1b403404bf863e752dddf9e2e874f5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sun, 1 Nov 2026 16:11:04 +0000
Subject: [PATCH 33/44] Keep annuity and trust income in pensions and rebase
 savings once

The #1428 review's modelling findings 1, 6, 7 and 10.

- Annuity and trust payments (FRS PENTYPE 4 and 5) stay in
  private_pension_income, where policyengine-uk's means tests, household
  income and tax read them. A calibration-only descriptor,
  annuity_and_trust_income, stores their part, and SPI Table 3.7's
  other-income rows read other_investment_income_spi_concept: the
  engine's other income plus that share of its private pension. Rows the
  SPI stage draws carry a zero descriptor. The FRS spine refuses a
  pension tab without PENTYPE.
- The SPI savings rebase bands the tape on its income moved to 2023-24,
  repeating until no record crosses a band edge, so consumers that
  re-band on uprated income count the migration once. A taxpayer is a
  record the tape flags, or one whose income crosses the first band by
  2023-24, and flagged taxpayers below the first band sit in it. A band
  under a tenth of its published amount takes the all-bands factor, a
  column the rebase skips grows on its engine index from 2022-23, and
  TAXPAYER codes other than 1 and 2 are refused.
- The UC take-up stage holds a pool that can't meet DWP's count at its
  clip and passes its gap to neighbouring pools, offsetting opposite gaps
  first, so every band keeps its own rate.

The export surface allows the descriptor, and the release-cut contract
digests follow.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1418-spi-donor-savings-rebase.changed.md  |   2 +-
 ...28-frs-other-income-definitions.changed.md |   2 +-
 .../1428-spi-rebase-taxpayers.fixed.md        |   1 -
 ...28-uc-take-up-joins-unmet-pools.changed.md |   1 -
 ...28-uc-take-up-passes-unmet-gaps.changed.md |   1 +
 .../src/microcosm/build/uk/gates.json         |   1 +
 .../src/microcosm/build/uk/source_stages.json |  11 +-
 .../src/microcosm/build/uk/spec/sources.yaml  |   9 +-
 .../build/uk/uk_population_targets.json       |   4 +-
 .../microcosm/build/uk_runtime/frs_spine.py   |  58 ++--
 .../src/microcosm/build/uk_runtime/graph.py   |   4 +
 .../build/uk_runtime/measure_simulation.py    |  65 ++++-
 .../microcosm/build/uk_runtime/spi_income.py  | 257 ++++++++++++++----
 .../microcosm/build/uk_runtime/spi_spine.py   |   6 +
 .../build/uk_runtime/terminal_gates.py        |   3 +
 .../microcosm/build/uk_runtime/uc_take_up.py  | 169 +++++++-----
 .../tests/engine/uk/test_uk_spi_income.py     |  15 +-
 .../tests/engine_free/uk/test_uk_frs_spine.py |  30 +-
 .../uk/test_uk_measure_simulation.py          |  57 ++++
 .../uk/test_uk_spi_savings_rebase.py          | 174 +++++++++++-
 .../tests/engine_free/uk/test_uk_spi_spine.py |   2 +-
 .../engine_free/uk/test_uk_uc_take_up.py      |  71 +++--
 .../src/microcosm/data/contract.py            |   4 +-
 tools/graph_uk_spine_fixture.py               |   4 +
 24 files changed, 740 insertions(+), 211 deletions(-)
 delete mode 100644 changelog.d/1428-spi-rebase-taxpayers.fixed.md
 delete mode 100644 changelog.d/1428-uc-take-up-joins-unmet-pools.changed.md
 create mode 100644 changelog.d/1428-uc-take-up-passes-unmet-gaps.changed.md

diff --git a/changelog.d/1418-spi-donor-savings-rebase.changed.md b/changelog.d/1418-spi-donor-savings-rebase.changed.md
index 6875c2ace1..345fd8fdff 100644
--- a/changelog.d/1418-spi-donor-savings-rebase.changed.md
+++ b/changelog.d/1418-spi-donor-savings-rebase.changed.md
@@ -1 +1 @@
-The SPI income stage now rebases the 2022-23 tape's interest and other income to HMRC's published 2023-24 Table 3.7 amounts band by band (the tape banded by its own total income; the published rows are vendored as `uk/hmrc_spi_table_3_7_savings_rows.json`), then carries both to the frame's year on the OBR's savings income growth (October 2026 EFO, Table 4.5), the path the Table 3.7 band targets take. Before, each column moved by its engine index from 2022 to 2024: other income by GDP per head (x1.09) where SPI's own other income grew x1.65 in the single year to 2023-24, and interest by ONS household interest (x2.27) where SPI's grew x2.69 in that year. The frame then carried about 70 percent of the Table 3.7 savings rows at design weights, and the solve met them by stretching the weights of the few households that carry them. On the tape, the £1m-and-over band's other income outweighs its interest, as in the published table, so the rebase also undoes the split the two indices had flipped (#1418 savings follow-up).
+The SPI income stage now rebases the 2022-23 tape's interest and other income to HMRC's published 2023-24 Table 3.7 amounts band by band (the published rows are vendored as `uk/hmrc_spi_table_3_7_savings_rows.json`), then carries both to the frame's year on the OBR's savings income growth (October 2026 EFO, Table 4.5), the path the Table 3.7 band targets take (#1418 savings follow-up, #1428). Before, each column moved by its engine index from 2022 to 2024: other income by GDP per head (x1.09) where SPI's own other income grew x1.65 in the single year to 2023-24, and interest by ONS household interest (x2.27) where SPI's grew x2.69 in that year. The frame then carried about 70 percent of the Table 3.7 savings rows at design weights, and the solve met them by stretching the weights of the few households that carry them. Each band's factor is the published amount over the FACT-weighted amount of the tape's taxpayers in the band, as Table 3.7 counts taxpayers only. The tape is banded on its income moved to 2023-24, repeating until the rebased savings move no record across a band edge, so the band-edge migration its consumers re-band on uprated income is counted once. A taxpayer is a record the tape flags (TAXPAYER 1) or one whose income crosses the Personal Allowance by 2023-24, so a saver who becomes a taxpayer counts once; a flagged taxpayer below the first band sits in it (note 8), and any other record takes the factor of all bands. A band too thin to gross (under a tenth of its published amount) takes the factor of all bands, a column whose tape does not gross to the published amounts is left as it is and grows on its engine index from 2022-23, and a tape whose TAXPAYER codes are not 1 or 2 is refused. On the tape, the £1m-and-over band's other income outweighs its interest, as in the published table, so the rebase also undoes the split the two indices had flipped.
diff --git a/changelog.d/1428-frs-other-income-definitions.changed.md b/changelog.d/1428-frs-other-income-definitions.changed.md
index e54cc5a90b..140b38854f 100644
--- a/changelog.d/1428-frs-other-income-definitions.changed.md
+++ b/changelog.d/1428-frs-other-income-definitions.changed.md
@@ -1 +1 @@
-FRS rows now book savings income on SPI's definitions (#1428). NS&I Direct Saver and the other NS&I and bank products go to `savings_interest_income`, because SPI has counted all interest paid gross or net as bank interest since 2016-17 (Table 3.7 note 4); gilts stay in `other_investment_income`. Income from an annuity not bought with pension funds or from a trust or covenant (FRS PENTYPE 4 and 5) moves from `private_pension_income` to `other_investment_income`, the "other income" Table 3.7 counts (note 6). The FRS records the whole annuity payment, of which only the income element is taxable.
+FRS rows now book NS&I income on SPI's definitions (#1428). NS&I Direct Saver and the other NS&I and bank products go to `savings_interest_income`, because SPI has counted all interest paid gross or net as bank interest since 2016-17 (Table 3.7 note 4); gilts stay in `other_investment_income`. Income from an annuity not bought with pension funds or from a trust or covenant (FRS PENTYPE 4 and 5) stays in `private_pension_income`, where policyengine-uk's means tests (Pension Credit, Universal Credit, Housing Benefit, Council Tax Reduction, Income Support), household income and tax read it. Its part is stored in a new calibration-only descriptor, `annuity_and_trust_income`, and SPI Table 3.7's other-income rows read `other_investment_income_spi_concept`: the engine's other income plus that share of the engine's private pension, as the table counts both payments as other income (note 6). A row the SPI stage draws holds the tape's pension, which excludes them, so its descriptor is zero. The FRS spine now refuses a pension tab without PENTYPE.
diff --git a/changelog.d/1428-spi-rebase-taxpayers.fixed.md b/changelog.d/1428-spi-rebase-taxpayers.fixed.md
deleted file mode 100644
index 10eef9c0e7..0000000000
--- a/changelog.d/1428-spi-rebase-taxpayers.fixed.md
+++ /dev/null
@@ -1 +0,0 @@
-The SPI donor savings rebase now computes each band's factor over the tape's taxpayers (TAXPAYER 1), since SPI Table 3.7 counts taxpayers only, and gives non-taxpayers the all-bands factor. Over all records, non-taxpayers' savings income in the two lowest bands left the rebased taxpayers short of the published amounts there (#1428).
diff --git a/changelog.d/1428-uc-take-up-joins-unmet-pools.changed.md b/changelog.d/1428-uc-take-up-joins-unmet-pools.changed.md
deleted file mode 100644
index f22378e19e..0000000000
--- a/changelog.d/1428-uc-take-up-joins-unmet-pools.changed.md
+++ /dev/null
@@ -1 +0,0 @@
-The Universal Credit take-up stage now joins a pool that cannot meet DWP's count to a neighbouring pool, so each family type's caseload lands on DWP's wherever its entitled units allow (#1428; María's ruling of 2026-10-31). The stage pools adjacent award bands within a family type until they rest on enough sources. A pool can't meet DWP's count when its reporters' and other undrawn units' expected claims already exceed it, or when it exceeds every entitled unit. Such a pool used to keep its clipped rate, which left the family type's caseload off DWP's by the gap. Which bands fell short also moved with small upstream changes: in this pull request single people's caseload ended 0.0568, then 0.0674, of DWP's count further from it than before the redraw. Now, lowest first, such a pool joins the adjacent pool with more room for its gap, the lower on a tie, until every pool can meet its count or the family type is one pool. The room is the claims the neighbour's drawn units can add beyond its own count when the pool falls short, or the drawn claims it can give up when the pool overshoots. The `uk_stage_uc_take_up` gate returns to main's 0.055, so the branch's widening to 0.06 is undone. The stage spec, the coverage manifest, the H2 fixture and the data contract's gate digests follow.
diff --git a/changelog.d/1428-uc-take-up-passes-unmet-gaps.changed.md b/changelog.d/1428-uc-take-up-passes-unmet-gaps.changed.md
new file mode 100644
index 0000000000..f057971ad9
--- /dev/null
+++ b/changelog.d/1428-uc-take-up-passes-unmet-gaps.changed.md
@@ -0,0 +1 @@
+The Universal Credit take-up stage now passes the gap of a pool that cannot meet DWP's count to its neighbouring pools, so each family type's caseload lands on DWP's wherever its entitled units allow (#1428; María's rulings of 2026-10-31 and 2026-11-01). The stage pools adjacent award bands within a family type until they rest on enough sources. A pool can't meet DWP's count when its reporters' and other undrawn units' expected claims already exceed it, or when the count exceeds every entitled unit. Such a pool used to keep its clipped rate, which left the family type's caseload off DWP's by the gap, and which bands fell short moved with small upstream changes. Now such a pool is held at its clip and its gap passes on. A shortfall and an excess elsewhere in the family type offset first. What remains goes to the other pools, nearest first, the one with more room first at equal distance and the lower band on a tie, each taking what its room allows. Every band keeps its own rate, so no band's drawn units claim against its own count to meet another's. The stage spec, the coverage manifest, the H2 fixture and the data contract's gate digests follow.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/gates.json b/packages/microcosm-build/src/microcosm/build/uk/gates.json
index 2e0c927100..7e19c6ecb9 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/gates.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/gates.json
@@ -1252,6 +1252,7 @@
           "person.self_employment_income_annual_share",
           "person.self_employment_income_other_spells",
           "person.self_employment_gross_receipts",
+          "person.annuity_and_trust_income",
           "person.esa_health_condition_proxy",
           "person.esa_includes_support_component",
           "person.esa_support_group_proxy",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index db9bc0e583..8d2b10d023 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -277,6 +277,7 @@
     "loss_relief",
     "ni_class_4_losses_brought_forward",
     "private_pension_income",
+    "annuity_and_trust_income",
     "individual_savings_account_interest_income",
     "savings_interest_income",
     "dividend_income",
@@ -379,6 +380,7 @@
     "loss_relief",
     "ni_class_4_losses_brought_forward",
     "private_pension_income",
+    "annuity_and_trust_income",
     "individual_savings_account_interest_income",
     "savings_interest_income",
     "dividend_income",
@@ -2622,9 +2624,10 @@
     "self_employment_income_annual_share",
     "self_employment_income_other_spells",
     "private_pension_income_annual_share",
-    "contributory_benefits_annual_share"
+    "contributory_benefits_annual_share",
+    "annuity_and_trust_income"
    ],
-   "notes": "Runs the SPI-trained income QRFs on the raw-spine support channel, drawing for its claimants and partners aged 16 and over so dependants aged 16 to 19 keep their FRS twin's values (uk-data#504, microcosm#1095), initializes FRS charity columns to zero, trains FRS-only stage 2 on the FRS rows' reported values, flags the rows it drew (person_is_spi_income_recipient) so later stages tell tape-concept rows from FRS-concept ones without re-deriving the recipient rule (microcosm#840), leaves every FRS-channel income as reported (no base-channel redraw of dividends; uk-data#498, microcosm#1095), and emits a sidecar-only 208-fact replay report for the spine path. Stage 2 also draws trading_loss, the year's trading loss the tape does not carry, from the FRS rows (uk-data#528), and a drawn row whose self_employment_income is positive keeps no loss, so profit and loss never both hold an amount, as on the FRS rows (microcosm#1095). The chain draws self_employment_income net of the tape's losses brought forward (LOSSBF), as the tape holds profits, and last of all, so no earlier draw moves, the year's profit before them and the losses. After the FRS-only fill and the HMRC aggregates the stage moves the losses out of the profit into loss_relief and ni_class_4_losses_brought_forward, the inputs policyengine-uk relieves them against (income tax under ITA 2007 s.83, Class 4 under SSCBA 1992 Sch 2 para 3), so Universal Credit, HBAI and market income read the year's profit; where the drawn net profit is positive the losses are its gap to the year's profit and where it is zero they are at least that profit, so the profit after the relief is the drawn net profit on every row, which the HMRC aggregates and the HMRC self-employment rows read (uk-data#528, microcosm#1095). The engine carries both losses into each projected year at their nominal value while the profit grows with its index. Stage 2 draws the six owner-manager inputs last, the five flags as 0 or 1 and then the income share, so each follows the drawn incomes; the root stage's rules then hold on the drawn rows (an owner works in the company, its other inputs need an owner, and a company carries on a trade or a property business, never both), since the tape carries no director answers (microcosm#1095). A drawn row's annual income descriptors follow its drawn incomes. The tape records the tax year's income, so its pay, profit and private pension shares are 1, and its contributory benefits, stage-2 draws on the current concept with no spell of their own, take share 1 too. It keeps its twin's other-spell pay only where it drew no pay, and its twin's ceased self-employment only where it drew no profit, since the bridge draws a record without pay for a twin who left a job in the year. An undrawn copy keeps its twin's descriptors with its twin's incomes."
+   "notes": "Runs the SPI-trained income QRFs on the raw-spine support channel, drawing for its claimants and partners aged 16 and over so dependants aged 16 to 19 keep their FRS twin's values (uk-data#504, microcosm#1095), initializes FRS charity columns to zero, trains FRS-only stage 2 on the FRS rows' reported values, flags the rows it drew (person_is_spi_income_recipient) so later stages tell tape-concept rows from FRS-concept ones without re-deriving the recipient rule (microcosm#840), leaves every FRS-channel income as reported (no base-channel redraw of dividends; uk-data#498, microcosm#1095), and emits a sidecar-only 208-fact replay report for the spine path. Stage 2 also draws trading_loss, the year's trading loss the tape does not carry, from the FRS rows (uk-data#528), and a drawn row whose self_employment_income is positive keeps no loss, so profit and loss never both hold an amount, as on the FRS rows (microcosm#1095). The chain draws self_employment_income net of the tape's losses brought forward (LOSSBF), as the tape holds profits, and last of all, so no earlier draw moves, the year's profit before them and the losses. After the FRS-only fill and the HMRC aggregates the stage moves the losses out of the profit into loss_relief and ni_class_4_losses_brought_forward, the inputs policyengine-uk relieves them against (income tax under ITA 2007 s.83, Class 4 under SSCBA 1992 Sch 2 para 3), so Universal Credit, HBAI and market income read the year's profit; where the drawn net profit is positive the losses are its gap to the year's profit and where it is zero they are at least that profit, so the profit after the relief is the drawn net profit on every row, which the HMRC aggregates and the HMRC self-employment rows read (uk-data#528, microcosm#1095). The engine carries both losses into each projected year at their nominal value while the profit grows with its index. Stage 2 draws the six owner-manager inputs last, the five flags as 0 or 1 and then the income share, so each follows the drawn incomes; the root stage's rules then hold on the drawn rows (an owner works in the company, its other inputs need an owner, and a company carries on a trade or a property business, never both), since the tape carries no director answers (microcosm#1095). A drawn row's annual income descriptors follow its drawn incomes. The tape records the tax year's income, so its pay, profit and private pension shares are 1, and its contributory benefits, stage-2 draws on the current concept with no spell of their own, take share 1 too. It keeps its twin's other-spell pay only where it drew no pay, and its twin's ceased self-employment only where it drew no profit, since the bridge draws a record without pay for a twin who left a job in the year. An undrawn copy keeps its twin's descriptors with its twin's incomes. A drawn row's annuity and trust descriptor is zero, since the tape's private pension excludes those payments and books them as other income (microcosm#1428)."
   },
   {
    "stage": "spi_housing_shell",
@@ -6189,13 +6192,13 @@
      "family_type": "two FRS claimant or partner roles make a couple; children are UC children or qualifying young people and other non-claimants under 20 (the calibration measure's uc_calibration_family_type)",
      "award_bands": "GBP 1,200 a year (DWP's GBP 100 a month), (1,200 i, 1,200 (i + 1)] in whole pence for i < 25, and above GBP 30,000",
      "targets": "DWP Stat-Xplore Households on Universal Credit by family type and monthly award band, mean of April to December 2025",
-     "pooling": "adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it. Then, lowest first, a pool that cannot meet DWP's count (its undrawn entitled units' expected claims exceed the count, or the count exceeds them plus the weight of every drawn unit) joins the adjacent pool with more room for its gap, the lower on a tie, until every pool can meet its count or the family type is one pool",
+     "pooling": "adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it. Then, lowest first, a pool that cannot meet DWP's count (its undrawn entitled units' expected claims exceed the count, or the count exceeds them plus the weight of every drawn unit) is held at the nearer of those ends and passes its gap to the other pools, nearest first, the one with more room first at equal distance and the lower on a tie, each taking what its room allows; a gap no pool can take leaves the family type unreachable",
      "minimum_pool_sources": 30,
      "drawn_units": "entitled, non-reporting units of the population that the engine does not move off their legacy benefits (legacy_benefits_closed) and that report none, since a legacy benefit the engine leaves in place ends once the unit claims UC",
      "undrawn_claims": "a reporter at 1, a moved unit at the claim probability uc_legacy_closure_take_up's rule gives it (dwp_move_to_uc_facts.json), a unit keeping income-related ESA at 0, any other at its stored flag",
      "kept_legacy_award": "a unit whose claimant or partner reports income-related ESA (esa_income_reported), and that neither reports Universal Credit nor is moved off its legacy benefits, claims no Universal Credit, since policyengine-uk ends that award once the family claims it",
      "weight_mapping": "household_to_benunit",
-     "residual_rate": "(T - F) / D, clipped to [0, 1]; T DWP's calendar-2025 mean count of the pool's bands, D the weight of the pool's drawn units and F the expected claims of its other entitled units, over Great Britain at the stage's household weights; realized by the drawn units claiming in the order of their uniform until their weight is nearest T - F, and applied at that uniform to Northern Ireland's drawn units too",
+     "residual_rate": "(T - F) / D, clipped to [0, 1]; T DWP's calendar-2025 mean count of the pool's bands after any gaps passed to or from it, D the weight of the pool's drawn units and F the expected claims of its other entitled units, over Great Britain at the stage's household weights; realized by the drawn units claiming in the order of their uniform until their weight is nearest T - F, and applied at that uniform to Northern Ireland's drawn units too",
      "solve_scope": "great_britain",
      "not_drawn": "keeps its stored flag, except a unit keeping income-related ESA, which claims none"
     }
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index 390d1308bc..cf9e40e143 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -408,6 +408,7 @@ stages:
   - loss_relief
   - ni_class_4_losses_brought_forward
   - private_pension_income
+  - annuity_and_trust_income
   - individual_savings_account_interest_income
   - savings_interest_income
   - dividend_income
@@ -509,6 +510,7 @@ stages:
   - loss_relief
   - ni_class_4_losses_brought_forward
   - private_pension_income
+  - annuity_and_trust_income
   - individual_savings_account_interest_income
   - savings_interest_income
   - dividend_income
@@ -2248,7 +2250,8 @@ stages:
   - self_employment_income_other_spells
   - private_pension_income_annual_share
   - contributory_benefits_annual_share
-  notes: Runs the SPI-trained income QRFs on the raw-spine support channel, drawing for its claimants and partners aged 16 and over so dependants aged 16 to 19 keep their FRS twin's values (uk-data#504, microcosm#1095), initializes FRS charity columns to zero, trains FRS-only stage 2 on the FRS rows' reported values, flags the rows it drew (person_is_spi_income_recipient) so later stages tell tape-concept rows from FRS-concept ones without re-deriving the recipient rule (microcosm#840), leaves every FRS-channel income as reported (no base-channel redraw of dividends; uk-data#498, microcosm#1095), and emits a sidecar-only 208-fact replay report for the spine path. Stage 2 also draws trading_loss, the year's trading loss the tape does not carry, from the FRS rows (uk-data#528), and a drawn row whose self_employment_income is positive keeps no loss, so profit and loss never both hold an amount, as on the FRS rows (microcosm#1095). The chain draws self_employment_income net of the tape's losses brought forward (LOSSBF), as the tape holds profits, and last of all, so no earlier draw moves, the year's profit before them and the losses. After the FRS-only fill and the HMRC aggregates the stage moves the losses out of the profit into loss_relief and ni_class_4_losses_brought_forward, the inputs policyengine-uk relieves them against (income tax under ITA 2007 s.83, Class 4 under SSCBA 1992 Sch 2 para 3), so Universal Credit, HBAI and market income read the year's profit; where the drawn net profit is positive the losses are its gap to the year's profit and where it is zero they are at least that profit, so the profit after the relief is the drawn net profit on every row, which the HMRC aggregates and the HMRC self-employment rows read (uk-data#528, microcosm#1095). The engine carries both losses into each projected year at their nominal value while the profit grows with its index. Stage 2 draws the six owner-manager inputs last, the five flags as 0 or 1 and then the income share, so each follows the drawn incomes; the root stage's rules then hold on the drawn rows (an owner works in the company, its other inputs need an owner, and a company carries on a trade or a property business, never both), since the tape carries no director answers (microcosm#1095). A drawn row's annual income descriptors follow its drawn incomes. The tape records the tax year's income, so its pay, profit and private pension shares are 1, and its contributory benefits, stage-2 draws on the current concept with no spell of their own, take share 1 too. It keeps its twin's other-spell pay only where it drew no pay, and its twin's ceased self-employment only where it drew no profit, since the bridge draws a record without pay for a twin who left a job in the year. An undrawn copy keeps its twin's descriptors with its twin's incomes.
+  - annuity_and_trust_income
+  notes: Runs the SPI-trained income QRFs on the raw-spine support channel, drawing for its claimants and partners aged 16 and over so dependants aged 16 to 19 keep their FRS twin's values (uk-data#504, microcosm#1095), initializes FRS charity columns to zero, trains FRS-only stage 2 on the FRS rows' reported values, flags the rows it drew (person_is_spi_income_recipient) so later stages tell tape-concept rows from FRS-concept ones without re-deriving the recipient rule (microcosm#840), leaves every FRS-channel income as reported (no base-channel redraw of dividends; uk-data#498, microcosm#1095), and emits a sidecar-only 208-fact replay report for the spine path. Stage 2 also draws trading_loss, the year's trading loss the tape does not carry, from the FRS rows (uk-data#528), and a drawn row whose self_employment_income is positive keeps no loss, so profit and loss never both hold an amount, as on the FRS rows (microcosm#1095). The chain draws self_employment_income net of the tape's losses brought forward (LOSSBF), as the tape holds profits, and last of all, so no earlier draw moves, the year's profit before them and the losses. After the FRS-only fill and the HMRC aggregates the stage moves the losses out of the profit into loss_relief and ni_class_4_losses_brought_forward, the inputs policyengine-uk relieves them against (income tax under ITA 2007 s.83, Class 4 under SSCBA 1992 Sch 2 para 3), so Universal Credit, HBAI and market income read the year's profit; where the drawn net profit is positive the losses are its gap to the year's profit and where it is zero they are at least that profit, so the profit after the relief is the drawn net profit on every row, which the HMRC aggregates and the HMRC self-employment rows read (uk-data#528, microcosm#1095). The engine carries both losses into each projected year at their nominal value while the profit grows with its index. Stage 2 draws the six owner-manager inputs last, the five flags as 0 or 1 and then the income share, so each follows the drawn incomes; the root stage's rules then hold on the drawn rows (an owner works in the company, its other inputs need an owner, and a company carries on a trade or a property business, never both), since the tape carries no director answers (microcosm#1095). A drawn row's annual income descriptors follow its drawn incomes. The tape records the tax year's income, so its pay, profit and private pension shares are 1, and its contributory benefits, stage-2 draws on the current concept with no spell of their own, take share 1 too. It keeps its twin's other-spell pay only where it drew no pay, and its twin's ceased self-employment only where it drew no profit, since the bridge draws a record without pay for a twin who left a job in the year. An undrawn copy keeps its twin's descriptors with its twin's incomes. A drawn row's annuity and trust descriptor is zero, since the tape's private pension excludes those payments and books them as other income (microcosm#1428).
 - stage: spi_housing_shell
   survey: Family Resources Survey 2024-25
   source: Family Resources Survey 2024-25 base households' housing (tenure, dwelling type, bedrooms, council tax, housing costs and the housing-linked benefit reports), imputed onto the SPI support households from their own region, composition and post-SPI incomes.
@@ -4994,13 +4997,13 @@ stages:
     family_type: two FRS claimant or partner roles make a couple; children are UC children or qualifying young people and other non-claimants under 20 (the calibration measure's uc_calibration_family_type)
     award_bands: GBP 1,200 a year (DWP's GBP 100 a month), (1,200 i, 1,200 (i + 1)] in whole pence for i < 25, and above GBP 30,000
     targets: DWP Stat-Xplore Households on Universal Credit by family type and monthly award band, mean of April to December 2025
-    pooling: adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it. Then, lowest first, a pool that cannot meet DWP's count (its undrawn entitled units' expected claims exceed the count, or the count exceeds them plus the weight of every drawn unit) joins the adjacent pool with more room for its gap, the lower on a tie, until every pool can meet its count or the family type is one pool
+    pooling: adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it. Then, lowest first, a pool that cannot meet DWP's count (its undrawn entitled units' expected claims exceed the count, or the count exceeds them plus the weight of every drawn unit) is held at the nearer of those ends and passes its gap to the other pools, nearest first, the one with more room first at equal distance and the lower on a tie, each taking what its room allows; a gap no pool can take leaves the family type unreachable
     minimum_pool_sources: 30
     drawn_units: entitled, non-reporting units of the population that the engine does not move off their legacy benefits (legacy_benefits_closed) and that report none, since a legacy benefit the engine leaves in place ends once the unit claims UC
     undrawn_claims: a reporter at 1, a moved unit at the claim probability uc_legacy_closure_take_up's rule gives it (dwp_move_to_uc_facts.json), a unit keeping income-related ESA at 0, any other at its stored flag
     kept_legacy_award: a unit whose claimant or partner reports income-related ESA (esa_income_reported), and that neither reports Universal Credit nor is moved off its legacy benefits, claims no Universal Credit, since policyengine-uk ends that award once the family claims it
     weight_mapping: household_to_benunit
-    residual_rate: (T - F) / D, clipped to [0, 1]; T DWP's calendar-2025 mean count of the pool's bands, D the weight of the pool's drawn units and F the expected claims of its other entitled units, over Great Britain at the stage's household weights; realized by the drawn units claiming in the order of their uniform until their weight is nearest T - F, and applied at that uniform to Northern Ireland's drawn units too
+    residual_rate: (T - F) / D, clipped to [0, 1]; T DWP's calendar-2025 mean count of the pool's bands after any gaps passed to or from it, D the weight of the pool's drawn units and F the expected claims of its other entitled units, over Great Britain at the stage's household weights; realized by the drawn units claiming in the order of their uniform until their weight is nearest T - F, and applied at that uniform to Northern Ireland's drawn units too
     solve_scope: great_britain
     not_drawn: keeps its stored flag, except a unit keeping income-related ESA, which claims none
   outputs: []
diff --git a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
index 3d2b27ef55..c12d33f2f2 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
@@ -22063,12 +22063,12 @@
       "bindings": {
         "policyengine": {
           "metric_name": "hmrc/other_investment_income_income_band",
-          "value_variable": "other_investment_income",
+          "value_variable": "other_investment_income_spi_concept",
           "from_entity": "person",
           "map_to": "household",
           "groupby_variable": "total_income_after_loss_relief_annual",
           "band_filter_dimension": "total_income",
-          "notes": "Other investment income of taxpayers by total-income band: SPI Table 3.7's 'Other income' [Note 6], the part of total investment income outside property, bank and building society interest and dividends (SPI's OTHERINV, which the SPI donors carry into other_investment_income). From microcosm#1418 the frame also holds the FRS NS&I and gilt accounts there, and the engine taxes the column as savings income beside savings_interest_income. Banded by person-level total income; band edges come from the fact dimension. No row held the column before, so the ITL Table 2.6 savings tax rows were met mostly through it: on PR A's national (microcosm#1419) it carried about GBP 9.5bn in 2024, where Table 3.7 publishes GBP 5.85bn for 2023-24 (María's ruling of 2026-10-29, microcosm#1418).",
+          "notes": "Other investment income of taxpayers by total-income band: SPI Table 3.7's 'Other income' [Note 6], the part of total investment income outside property, bank and building society interest and dividends (SPI's OTHERINV, which the SPI donors carry into other_investment_income). On FRS rows the column holds gilt interest, which the engine taxes as savings income beside savings_interest_income, and the measure (other_investment_income_spi_concept) adds the purchased-annuity and trust payments that FRS rows keep in private_pension_income, where the engine's means tests, household income and tax read them; the frame stores their part as annuity_and_trust_income (microcosm#1428). Banded by person-level total income; band edges come from the fact dimension. No row held the column before, so the ITL Table 2.6 savings tax rows were met mostly through it: on PR A's national (microcosm#1419) it carried about GBP 9.5bn in 2024, where Table 3.7 publishes GBP 5.85bn for 2023-24 (María's ruling of 2026-10-29, microcosm#1418).",
           "filters": [
             {
               "variable": "income_tax_before_winter_fuel_payment_charge_annual",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_spine.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_spine.py
index 665651f493..8fe79cb322 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_spine.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_spine.py
@@ -220,6 +220,23 @@
     "owned_company_carries_on_property_business",
     "owned_company_income_share",
 )
+
+#: FRS PENSION.PENTYPE codes of an annuity not bought with pension funds (4)
+#: and a trust or covenant (5), the ADULT ANYPEN4 and ANYPEN5 sources. Their
+#: payments stay in private_pension_income, where policyengine-uk's means
+#: tests, household income and tax read them: trust and covenant payments
+#: are generally non-savings income (ITA 2007 s. 18), and the FRS records the
+#: whole annuity payment, of which only the income element is savings income
+#: (ITTOIA 2005 s. 717). SPI Table 3.7 counts both as other income (note 6),
+#: so the part they make of private_pension_income is stored apart, in
+#: ANNUITY_AND_TRUST_INCOME_COLUMN, a calibration-only descriptor that the
+#: Table 3.7 other-income measure adds (microcosm#1428 review, finding 1).
+FRS_ANNUITY_AND_TRUST_PENSION_TYPES = (4, 5)
+#: The descriptor: each person's annual annuity and trust payments, already
+#: inside private_pension_income. No engine input reads it.
+ANNUITY_AND_TRUST_INCOME_COLUMN = "annuity_and_trust_income"
+
+
 OUTPUT_COLUMNS = (
     "person_id",
     "person_benunit_id",
@@ -248,6 +265,7 @@
     "loss_relief",
     "ni_class_4_losses_brought_forward",
     "private_pension_income",
+    ANNUITY_AND_TRUST_INCOME_COLUMN,
     "individual_savings_account_interest_income",
     "savings_interest_income",
     "dividend_income",
@@ -612,13 +630,10 @@ def _assemble_frame(
     # tape's into both inputs (microcosm#1095).
     pe_person["loss_relief"] = 0.0
     pe_person["ni_class_4_losses_brought_forward"] = 0.0
-    pension_savings_income = _add_private_pension(pe_person, person, frs["pension"])
-    _add_accounts(pe_person, person, frs["accounts"])
-    # Income from a purchased annuity or a trust (PENTYPE 4 and 5) is savings
-    # income SPI Table 3.7 counts as other income, not pension (microcosm#1428).
-    pe_person["other_investment_income"] = (
-        pe_person["other_investment_income"] + pension_savings_income
+    pe_person[ANNUITY_AND_TRUST_INCOME_COLUMN] = _add_private_pension(
+        pe_person, person, frs["pension"]
     )
+    _add_accounts(pe_person, person, frs["accounts"])
     owner_managers = frs_owner_manager_inputs(person, frs["job"])
     for column in OWNER_MANAGER_COLUMNS:
         pe_person[column] = owner_managers[column].to_numpy()
@@ -716,23 +731,15 @@ def _assemble_frame(
     )
 
 
-#: FRS PENSION.PENTYPE codes whose income is savings income, not pension:
-#: an annuity not bought with pension funds (4) and a trust or covenant (5),
-#: the ADULT ANYPEN4 and ANYPEN5 sources. SPI Table 3.7 counts trust income
-#: and the purchased-annuity income SA101 returns as other income (note 6),
-#: so both go to other_investment_income (microcosm#1428). The FRS records
-#: the whole annuity payment, of which only the income element is taxable.
-FRS_SAVINGS_INCOME_PENSION_TYPES = (4, 5)
-
-
 def _add_private_pension(
     pe_person: pd.DataFrame, person: pd.DataFrame, pension: pd.DataFrame
 ) -> pd.Series:
-    """Write private pension income; return the PENSION rows' savings income.
+    """Write private pension income; return its annuity and trust part.
 
     Each row's gross weekly amount is the payment, any tax paid at source and
-    any deductions taken out. Rows of FRS_SAVINGS_INCOME_PENSION_TYPES are the
-    returned savings income, annual, by person; every other row is pension.
+    any deductions taken out. Every row is private pension income; the rows
+    of FRS_ANNUITY_AND_TRUST_PENSION_TYPES are also returned, annual, by
+    person, as the descriptor of that part.
     """
 
     penpay = _number(pension, "penpay")
@@ -747,14 +754,21 @@ def _add_private_pension(
             & (poamt > 0)
         )
     )
-    savings = _number(pension, "pentype").isin(FRS_SAVINGS_INCOME_PENSION_TYPES)
+    if len(pension) and "pentype" not in pension.columns:
+        raise ValueError(
+            "FRS PENSION tab needs PENTYPE to tell annuity and trust payments "
+            "from pensions."
+        )
+    annuity_or_trust = _number(pension, "pentype").isin(
+        FRS_ANNUITY_AND_TRUST_PENSION_TYPES
+    )
     person_ids = pension.get("person_id", pd.Series(dtype="float64"))
     pe_person["private_pension_income"] = (
-        _sum_to_entity(gross * ~savings, person_ids, person["person_id"])
-        * WEEKS_IN_YEAR
+        _sum_to_entity(gross, person_ids, person["person_id"]) * WEEKS_IN_YEAR
     )
     return (
-        _sum_to_entity(gross * savings, person_ids, person["person_id"]) * WEEKS_IN_YEAR
+        _sum_to_entity(gross * annuity_or_trust, person_ids, person["person_id"])
+        * WEEKS_IN_YEAR
     )
 
 
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
index f4e813ffb2..05a759863f 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
@@ -1313,6 +1313,10 @@ def _cells(
     "self_employment_income_other_spells",
     "private_pension_income_annual_share",
     "contributory_benefits_annual_share",
+    # A drawn row's private pension is the tape's, which books annuity and
+    # trust payments as other income, so its annuity and trust descriptor is
+    # zero (microcosm#1428).
+    "annuity_and_trust_income",
 )
 _HMRC_SPI_HIDDEN_STRING = (
     "aa_category",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/measure_simulation.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/measure_simulation.py
index 9496cfee74..bfa2ccd28d 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/measure_simulation.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/measure_simulation.py
@@ -40,6 +40,7 @@
     SELF_EMPLOYMENT_INCOME_ANNUAL_SHARE,
     SELF_EMPLOYMENT_INCOME_OTHER_SPELLS,
 )
+from microcosm.build.uk_runtime.frs_spine import ANNUITY_AND_TRUST_INCOME_COLUMN
 from microcosm.build.uk_runtime.high_value_homes import (
     high_value_home_mask,
     uk_high_value_home_thresholds,
@@ -282,6 +283,33 @@ def savings_interest_outside_isas(frame: Any) -> np.ndarray:
     return np.maximum(interest, 0.0)
 
 
+#: SPI Table 3.7's other income (note 6): the engine's other_investment_income
+#: plus the purchased-annuity and trust payments that FRS rows keep in
+#: private_pension_income, where the engine's means tests, household income
+#: and tax read them (microcosm#1428). The frame stores each person's annuity
+#: and trust payments at the dataset's year
+#: (frs_spine.ANNUITY_AND_TRUST_INCOME_COLUMN), and their share of the stored
+#: private pension carries them to the measurement year on the engine's own
+#: private pension path. A frame without the column (the enhanced FRS
+#: reference) reads the engine's other income alone. A reserved name.
+UK_SPI_OTHER_INVESTMENT_INCOME = "other_investment_income_spi_concept"
+
+
+def annuity_and_trust_share(frame: Any) -> np.ndarray:
+    """Each person's annuity and trust share of their stored private pension."""
+
+    person = frame.table("person")
+    if (
+        ANNUITY_AND_TRUST_INCOME_COLUMN not in person
+        or "private_pension_income" not in person
+    ):
+        return np.zeros(len(person))
+    part = person[ANNUITY_AND_TRUST_INCOME_COLUMN].to_numpy(dtype=float)
+    pension = person["private_pension_income"].to_numpy(dtype=float)
+    share = np.divide(part, pension, out=np.zeros(len(person)), where=pension > 0)
+    return np.clip(share, 0.0, 1.0)
+
+
 #: The named terms the resolver computes: measures declared once as
 #: expressions of the binding interpreter's grammar, evaluated from their
 #: leaves wherever a binding names them (a value, a band or a filter, on the
@@ -543,6 +571,21 @@ def compute_uk_measure_input(
             else "frame_columns:savings_interest_income",
         )
 
+    if variable == UK_SPI_OTHER_INVESTMENT_INCOME:
+        if entity != "person":
+            raise KeyError(f"{variable} is person-only: {entity}")
+        other, route = compute_uk_measure_input(
+            frame, simulation, "person", "other_investment_income", year
+        )
+        pension, _ = compute_uk_measure_input(
+            frame, simulation, "person", "private_pension_income", year
+        )
+        return (
+            other + annuity_and_trust_share(frame) * pension,
+            "engine_components:other_investment_income"
+            f"+annuity_and_trust_share*private_pension_income:{route}",
+        )
+
     if variable in DFE_SPRING_TERM_MEASURES:
         if entity != "person":
             raise KeyError(f"DfE spring-term measures are person-only: {entity}")
@@ -1040,11 +1083,12 @@ def __init__(
                 "High-value home measures must not be persisted as source inputs: "
                 f"{persisted_high_value}"
             )
-        if UK_SAVINGS_INTEREST_OUTSIDE_ISAS in set(map(str, frame.table("person"))):
-            raise ValueError(
-                f"{UK_SAVINGS_INTEREST_OUTSIDE_ISAS} must not be persisted as a "
-                "source input."
-            )
+        for reserved in (
+            UK_SAVINGS_INTEREST_OUTSIDE_ISAS,
+            UK_SPI_OTHER_INVESTMENT_INCOME,
+        ):
+            if reserved in set(map(str, frame.table("person"))):
+                raise ValueError(f"{reserved} must not be persisted as a source input.")
         persisted_spring_term = sorted(
             set(DFE_SPRING_TERM_MEASURES) & set(map(str, frame.table("person")))
         )
@@ -1168,6 +1212,12 @@ def knows(self, entity: str, variable: str) -> bool:
             return entity == "person" and "savings_interest_income" in set(
                 map(str, self.frame.table("person"))
             )
+        if variable == UK_SPI_OTHER_INVESTMENT_INCOME:
+            return (
+                entity == "person"
+                and self.knows("person", "other_investment_income")
+                and self.knows("person", "private_pension_income")
+            )
         if variable in DFE_SPRING_TERM_MEASURES:
             return entity == "person" and all(
                 self.knows("person", name) for name in DFE_SPRING_TERM_ENGINE_INPUTS
@@ -1212,7 +1262,10 @@ def entity_for(self, variable: str) -> str | None:
             return "household"
         if variable == UK_CHILD_BENEFIT_CHILD_COUNT:
             return "benunit"
-        if variable == UK_SAVINGS_INTEREST_OUTSIDE_ISAS:
+        if variable in (
+            UK_SAVINGS_INTEREST_OUTSIDE_ISAS,
+            UK_SPI_OTHER_INVESTMENT_INCOME,
+        ):
             return "person"
         if _cgt_model_measure(variable, self.year) is not None:
             return "person"
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index 1067bd1aea..dbf22e5198 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -4,7 +4,7 @@
 
 import hashlib
 import math
-from collections.abc import Mapping, Sequence
+from collections.abc import Collection, Mapping, Sequence
 from dataclasses import dataclass
 from functools import cache
 from importlib import import_module
@@ -37,6 +37,7 @@
     FRS_HMRC_UBISJA_COLUMN,
 )
 from microcosm.build.uk_runtime.frs_spine import (
+    ANNUITY_AND_TRUST_INCOME_COLUMN,
     FRS_LANDLORD_CARRIER_COLUMN,
     ISA_INTEREST_COLUMN,
     uc_gainful_self_employment,
@@ -230,6 +231,8 @@
 SPI_SAVINGS_REBASE_RESOURCE = "hmrc_spi_table_3_7_savings_rows.json"
 #: The prepared tape's taxpayer flag, the records the rebase factors read.
 SPI_DONOR_TAXPAYER_COLUMN = "is_taxpayer"
+#: The tape's TAXPAYER codes: 1, a taxpayer, and 2, not.
+SPI_TAXPAYER_CODES = (1, 2)
 #: The band factors assume the tape's FACT weights gross to the taxpayer
 #: population. A column whose banded tape amount is under this share of the
 #: published amount does not (a synthetic tape, whose factors would run to
@@ -886,9 +889,18 @@ def impute_uk_spi_income_support(
     # any draw, so the forest and the band donors read the same rebased tape
     # (microcosm#1418 savings follow-up).
     savings_rebase = None
+    rebased_columns: frozenset[str] = frozenset()
     if rebase_income_to_build_period and int(build_period) >= SPI_SAVINGS_REBASE_YEAR:
+        rebase_year_factors, _ = _spi_income_uprating_factors(SPI_SAVINGS_REBASE_YEAR)
         donor, savings_rebase = rebase_spi_donor_savings(
-            donor, spi_savings_rebase_published()
+            donor,
+            spi_savings_rebase_published(),
+            income_factors=rebase_year_factors,
+        )
+        rebased_columns = frozenset(
+            column
+            for column, entry in savings_rebase["columns"].items()
+            if "skipped" not in entry
         )
     donor_age_draw = {
         **donor.attrs.get("age_draw", {}),
@@ -1149,7 +1161,7 @@ def fit_reference(encoded: pd.DataFrame, observed: pd.DataFrame):
     uprating_factors = dict.fromkeys(SPI_INCOME_QRF_OUTPUT_COLUMNS, 1.0)
     if rebase_income_to_build_period:
         uprating_factors, income_uprating = _spi_income_uprating_factors(
-            int(build_period)
+            int(build_period), rebased_columns=rebased_columns
         )
         if savings_rebase is not None:
             income_uprating = {**income_uprating, "savings_rebase": savings_rebase}
@@ -1366,6 +1378,7 @@ def fit_reference(encoded: pd.DataFrame, observed: pd.DataFrame):
     )
     person = _refresh_landlord_carrier(person, spi_people=spi_people)
     person = _refresh_annual_income_descriptors(person, spi_people=spi_people)
+    person = _clear_annuity_and_trust_descriptor(person, spi_people=spi_people)
     # The flag is the stage's last new column, where the graph's typed cells
     # place it (the legacy oracle and the graph must agree on column order).
     person[SPI_INCOME_RECIPIENT_COLUMN] = (
@@ -1725,8 +1738,16 @@ def _resample_band_donor_leaves(
 
 
 @cache
-def _spi_income_uprating_factors(year: int):
-    """Rebase SPI money flows before conditioning on build-year FRS incomes."""
+def _spi_income_uprating_factors(
+    year: int, *, rebased_columns: Collection[str] | None = None
+):
+    """Rebase SPI money flows before conditioning on build-year FRS incomes.
+
+    ``rebased_columns`` names the savings columns rebase_spi_donor_savings
+    moved to 2023-24, which grow on the OBR's savings path from there; a
+    savings column it left as it was (a tape that does not gross) grows on
+    its engine index from 2022-23. None takes every rebased concept.
+    """
     from policyengine_uk import CountryTaxBenefitSystem
 
     from microcosm.build.uk_runtime.hmrc_uprating import (
@@ -1744,7 +1765,12 @@ def _spi_income_uprating_factors(year: int):
     factors = {}
     columns = {}
     for column, variable_name in SPI_INCOME_UPRATING_VARIABLES.items():
-        if column in SPI_SAVINGS_REBASE_CONCEPTS and year >= SPI_SAVINGS_REBASE_YEAR:
+        rebased = (
+            column in SPI_SAVINGS_REBASE_CONCEPTS
+            if rebased_columns is None
+            else column in rebased_columns
+        )
+        if rebased and year >= SPI_SAVINGS_REBASE_YEAR:
             # rebase_spi_donor_savings has moved the column to SPI's 2023-24
             # bands; the OBR's savings income growth carries it on.
             factor, used = uk_obr_savings_income_level(SPI_SAVINGS_REBASE_YEAR, year)
@@ -1898,57 +1924,111 @@ def spi_savings_rebase_published(
     return published
 
 
+#: The rebase bands the tape on its income moved to 2023-24, the year the
+#: published bands describe: each income leaf at its 2022-23 to 2023-24 factor,
+#: the rebased savings as they stand, and the rest of the published total held
+#: nominal, as the band donors' realised income is built. Its consumers band
+#: again on income uprated to the frame's year, so banding on 2022-23 income
+#: counted the band-edge migration twice (microcosm#1428 review, finding 6).
+#: Rebased savings move income, so the banding repeats until no record changes
+#: band, at most this many times.
+SPI_SAVINGS_REBASE_MAX_ITERATIONS = 20
+
+
+def _tape_income_in_rebase_year(
+    donor: pd.DataFrame,
+    rebased: pd.DataFrame,
+    income_factors: Mapping[str, float],
+) -> np.ndarray:
+    """The tape's total income moved to SPI_SAVINGS_REBASE_YEAR."""
+
+    columns = [
+        column
+        for column in SPI_INCOME_QRF_OUTPUT_COLUMNS
+        if column in donor
+        and column not in (SPI_PROPERTY_FINANCE_COSTS_COLUMN, *SPI_LOSS_DRAW_COLUMNS)
+    ]
+    leaves = donor[columns].to_numpy(dtype=np.float64)
+    rest = np.maximum(
+        donor["total_income"].to_numpy(dtype=np.float64) - leaves.sum(axis=1), 0.0
+    )
+    moved = rebased[columns].to_numpy(dtype=np.float64) @ np.asarray(
+        [float(income_factors.get(column, 1.0)) for column in columns]
+    )
+    return moved + rest
+
+
 def rebase_spi_donor_savings(
     donor: pd.DataFrame,
     published: Mapping[str, Mapping[int, float]],
+    *,
+    income_factors: Mapping[str, float] | None = None,
 ) -> tuple[pd.DataFrame, dict[str, object]]:
     """Move the tape's interest and other income to SPI's 2023-24 bands.
 
     Each taxpayer donor's column is scaled by its band's factor: HMRC's
-    published 2023-24 amount over the tape's FACT-weighted 2022-23 amount for
-    the taxpayers in the same range of total income, the tape banded by its own
-    total income, since Table 3.7 counts taxpayers only. A donor below the first
-    band, or who pays no tax, takes the factor of all bands together. The rebased
-    tape reproduces the published amounts band by band; the OBR's savings
-    income growth then carries both columns to the frame's year
-    (``_spi_income_uprating_factors``). A band the tape carries none of has
-    nothing to scale and is left as it is, named in the receipt: the
-    production tape carries every band, a synthetic one need not. A column
-    whose tape does not gross to the population (under
-    SPI_SAVINGS_REBASE_MINIMUM_GROSSING of the published amount) is left as it
-    is, and the receipt says so. The receipt carries the factors only.
+    published 2023-24 amount over the tape's FACT-weighted amount for the
+    taxpayers in the same range of total income, since Table 3.7 counts
+    taxpayers only. The tape is banded on its income moved to 2023-24
+    (``income_factors``, each income leaf's 2022-23 to 2023-24 factor; none
+    holds the leaves nominal), repeating until the rebased savings move no
+    record across a band edge. A taxpayer is a record the tape flags
+    (TAXPAYER 1) or one whose income crosses the first band's lower bound,
+    the Personal Allowance, by 2023-24, so a saver who becomes a taxpayer is
+    counted once. A flagged taxpayer below the first band sits in it, as the
+    table's lowest band holds those taxpayers (note 8); a tape without the
+    flag counts every record at or above the first band. Any other donor
+    takes the factor of all bands together. The rebased tape reproduces the
+    published amounts band by band; the OBR's savings income growth then
+    carries both columns to the frame's year (``_spi_income_uprating_factors``).
+    A band the tape carries none of has nothing to scale, and a band whose tape
+    amount is under SPI_SAVINGS_REBASE_MINIMUM_GROSSING of its published amount
+    takes the factor of all bands; both are named in the receipt. A column
+    whose tape does not gross to the population is left as it is, and the
+    receipt says so. The receipt carries the factors only.
     """
 
     bounds = sorted(next(iter(published.values())))
-    income = donor["total_income"].to_numpy(dtype=np.float64)
+    edges = np.asarray(bounds, dtype=np.float64)
     weights = donor["FACT"].to_numpy(dtype=np.float64)
-    band = (
-        np.searchsorted(np.asarray(bounds, dtype=np.float64), income, side="right") - 1
-    )
-    taxpayer = (
+    flagged = SPI_DONOR_TAXPAYER_COLUMN in donor
+    tape_taxpayer = (
         donor[SPI_DONOR_TAXPAYER_COLUMN].to_numpy(dtype=bool)
-        if SPI_DONOR_TAXPAYER_COLUMN in donor
-        else np.ones(len(donor), dtype=bool)
+        if flagged
+        else np.zeros(len(donor), dtype=bool)
+    )
+    band_2022 = (
+        np.searchsorted(
+            edges, donor["total_income"].to_numpy(dtype=np.float64), side="right"
+        )
+        - 1
     )
-    banded = (band >= 0) & taxpayer
+    factors_in = dict(income_factors or {})
     rebased = donor.copy()
     receipt: dict[str, object] = {
         "resource": SPI_SAVINGS_REBASE_RESOURCE,
         "from_period": SPI_DONOR_INCOME_YEAR,
         "to_period": SPI_SAVINGS_REBASE_YEAR,
-        "band_by": "total_income",
+        "band_by": "total_income_moved_to_2023_24",
         "factors_over": (
-            "taxpayers" if SPI_DONOR_TAXPAYER_COLUMN in donor else "all_records"
+            "taxpayers: TAXPAYER 1, or income crossing the first band by 2023-24"
+            if flagged
+            else "all_records_at_or_above_the_first_band"
         ),
         "band_lower_bounds": [int(bound) for bound in bounds],
         "columns": {},
     }
+    original: dict[str, np.ndarray] = {}
+    targets: dict[str, np.ndarray] = {}
     for column, by_bound in published.items():
         values = donor[column].to_numpy(dtype=np.float64)
+        target = np.asarray([float(by_bound[bound]) for bound in bounds])
+        taxpayer = tape_taxpayer | (band_2022 >= 0)
         tape = np.bincount(
-            band[banded], weights=(weights * values)[banded], minlength=len(bounds)
+            np.clip(band_2022, 0, None)[taxpayer],
+            weights=(weights * values)[taxpayer],
+            minlength=len(bounds),
         )
-        target = np.asarray([float(by_bound[bound]) for bound in bounds])
         carried = tape > 0.0
         # Over the bands the tape carries; an empty band is left as it is.
         if (
@@ -1960,27 +2040,61 @@ def rebase_spi_donor_savings(
                 "skipped": "the tape's weights do not gross to the published amounts",
             }
             continue
-        factors = np.where(carried, target / np.where(carried, tape, 1.0), 1.0)
-        all_bands = (
-            float(target[carried].sum() / tape[carried].sum()) if carried.any() else 1.0
-        )
-        rebased[column] = values * np.where(
-            banded, factors[np.clip(band, 0, None)], all_bands
-        )
-        receipt["columns"][column] = {
-            "concept": SPI_SAVINGS_REBASE_CONCEPTS[column],
-            "band_factors": {
-                str(bound): float(factor)
-                for bound, factor, kept in zip(bounds, factors, carried, strict=True)
-                if kept
-            },
-            "below_first_band_factor": all_bands,
-            "bands_without_tape_amounts": [
-                int(bound)
-                for bound, kept in zip(bounds, carried, strict=True)
-                if not kept
-            ],
-        }
+        original[column] = values
+        targets[column] = target
+
+    band = None
+    converged = not original
+    passes = 0
+    while original and passes < SPI_SAVINGS_REBASE_MAX_ITERATIONS:
+        passes += 1
+        income = _tape_income_in_rebase_year(donor, rebased, factors_in)
+        moved_band = np.searchsorted(edges, income, side="right") - 1
+        crossed = ~tape_taxpayer & (band_2022 < 0) & (moved_band >= 0)
+        taxpayer = tape_taxpayer | crossed if flagged else (moved_band >= 0)
+        moved_band = np.where(taxpayer, np.clip(moved_band, 0, None), moved_band)
+        if band is not None and np.array_equal(moved_band, band):
+            converged = True
+            break
+        band = moved_band
+        for column, values in original.items():
+            target = targets[column]
+            tape = np.bincount(
+                band[taxpayer],
+                weights=(weights * values)[taxpayer],
+                minlength=len(bounds),
+            )
+            carried = tape > 0.0
+            thin = carried & (tape < SPI_SAVINGS_REBASE_MINIMUM_GROSSING * target)
+            usable = carried & ~thin
+            all_bands = (
+                float(target[usable].sum() / tape[usable].sum())
+                if usable.any()
+                else 1.0
+            )
+            factors = np.where(usable, target / np.where(usable, tape, 1.0), all_bands)
+            rebased[column] = values * np.where(
+                taxpayer, factors[np.clip(band, 0, None)], all_bands
+            )
+            receipt["columns"][column] = {
+                "concept": SPI_SAVINGS_REBASE_CONCEPTS[column],
+                "band_factors": {
+                    str(bound): float(factor)
+                    for bound, factor, kept in zip(bounds, factors, usable, strict=True)
+                    if kept
+                },
+                "below_first_band_factor": all_bands,
+                "bands_without_tape_amounts": [
+                    int(bound)
+                    for bound, kept in zip(bounds, carried, strict=True)
+                    if not kept
+                ],
+                "bands_too_thin_to_gross": [
+                    int(bound) for bound, kept in zip(bounds, thin, strict=True) if kept
+                ],
+            }
+    receipt["banding_passes"] = passes
+    receipt["banding_converged"] = bool(converged)
     return rebased, receipt
 
 
@@ -2062,12 +2176,18 @@ def _prepare_spi_donor(
     # they are never QRF inputs or outputs.
     donor["total_income"] = numeric["TI"].to_numpy(dtype=float)
     # Table 3.7 counts taxpayers only, so the savings rebase reads the tape's
-    # TAXPAYER flag (1, a taxpayer); a tape without it counts every record.
-    donor[SPI_DONOR_TAXPAYER_COLUMN] = (
-        pd.to_numeric(raw["TAXPAYER"], errors="coerce").eq(1).to_numpy()
-        if "TAXPAYER" in raw.columns
-        else np.ones(len(raw), dtype=bool)
-    )
+    # TAXPAYER flag (SPI_TAXPAYER_CODES: 1, a taxpayer; 2, not). A tape without
+    # it carries no flag, and the rebase's receipt says it counted every record
+    # at or above the first band (microcosm#1428).
+    if "TAXPAYER" in raw.columns:
+        taxpayer = pd.to_numeric(raw["TAXPAYER"], errors="coerce")
+        unknown = sorted(set(taxpayer.dropna().unique()) - set(SPI_TAXPAYER_CODES))
+        if taxpayer.isna().any() or unknown:
+            raise ValueError(
+                "SPI TAXPAYER must be 1 (a taxpayer) or 2 (not) on every record; "
+                f"found {unknown or 'blanks'}."
+            )
+        donor[SPI_DONOR_TAXPAYER_COLUMN] = taxpayer.eq(1).to_numpy()
     donor["is_composite"] = numeric["AGERANGE"].astype(int).eq(-1).to_numpy()
     # The published age band travels with the record so band pools can match
     # a carrier's age band; composites (-1) have none and never age-match.
@@ -3281,6 +3401,29 @@ def _refresh_annual_income_descriptors(
     return person
 
 
+def _clear_annuity_and_trust_descriptor(
+    person: pd.DataFrame, *, spi_people: pd.Series
+) -> pd.DataFrame:
+    """Zero a drawn row's annuity and trust descriptor.
+
+    A drawn row's private pension is the tape's, which excludes purchased
+    annuity and trust income: SPI books those as other income, in the drawn
+    other_investment_income (microcosm#1428). An undrawn copy keeps its twin's
+    descriptor with its twin's pension.
+    """
+
+    if ANNUITY_AND_TRUST_INCOME_COLUMN not in person:
+        return person
+    _assign_spi_values(
+        person,
+        spi_people,
+        ANNUITY_AND_TRUST_INCOME_COLUMN,
+        np.zeros(int(spi_people.sum())),
+        default=0.0,
+    )
+    return person
+
+
 def _refresh_uc_gainful_self_employment(
     person: pd.DataFrame, *, spi_people: pd.Series
 ) -> tuple[pd.DataFrame, dict[str, object] | None]:
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
index dd97836aa4..3a70866505 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
@@ -29,6 +29,7 @@
     _raw_source_person_ids,
     _read_raw_frs_table,
 )
+from microcosm.build.uk_runtime.frs_spine import ANNUITY_AND_TRUST_INCOME_COLUMN
 from microcosm.build.uk_runtime.frs_take_up import uk_take_up_population_policy
 from microcosm.build.uk_runtime.hmrc_income import (
     HMRCIncomeTargetSet,
@@ -270,6 +271,10 @@
     # tape's income is the tax year's, so each share is 1, and the twin's
     # other spells stay only where the tape drew none of that income.
     *FRS_ANNUAL_INCOME_OUTPUT_COLUMNS,
+    # A drawn row's private pension is the tape's, which books annuity and
+    # trust payments as other income, so its descriptor of them is zero
+    # (microcosm#1428).
+    ANNUITY_AND_TRUST_INCOME_COLUMN,
 )
 
 # Reviewed constants for every load-bearing manifest parameter the spine
@@ -315,6 +320,7 @@
     )
     # Held to the drawn incomes by rule, not drawn by stage 2.
     and column not in FRS_ANNUAL_INCOME_OUTPUT_COLUMNS
+    and column != ANNUITY_AND_TRUST_INCOME_COLUMN
 )
 #: Both forests are queried over every SPI-channel person aged 16 and over,
 #: and the dependants' rows are discarded (uk-data#504, microcosm#1095).
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py
index f6b0e71774..97f2618ec3 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py
@@ -309,6 +309,9 @@ def __post_init__(self) -> None:
     # The self-employed's gross receipts for the trading allowance, which the
     # enhanced FRS leaves at the engine's zero (microcosm#1428).
     "person.self_employment_gross_receipts",
+    # The annuity and trust part of private_pension_income, a calibration-only
+    # descriptor no engine input reads (microcosm#1428).
+    "person.annuity_and_trust_income",
     "person.esa_health_condition_proxy",
     "person.esa_includes_support_component",
     "person.esa_support_group_proxy",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_take_up.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_take_up.py
index e0e24af9b3..a93fa5bd6c 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_take_up.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_take_up.py
@@ -55,7 +55,7 @@
 
 from __future__ import annotations
 
-from collections.abc import Callable, Mapping, Sequence
+from collections.abc import Mapping, Sequence
 from dataclasses import dataclass, field
 from typing import Any
 
@@ -193,13 +193,15 @@
     "rest on minimum_pool_sources distinct household_source_id values; a short "
     "last pool joins the one before it. Then, lowest first, a pool that cannot "
     "meet DWP's count (its undrawn entitled units' expected claims exceed the "
-    "count, or the count exceeds them plus the weight of every drawn unit) joins "
-    "the adjacent pool with more room for its gap, the lower on a tie, until "
-    "every pool can meet its count or the family type is one pool"
+    "count, or the count exceeds them plus the weight of every drawn unit) is "
+    "held at the nearer of those ends and passes its gap to the other pools, "
+    "nearest first, the one with more room first at equal distance and the "
+    "lower on a tie, each taking what its room allows; a gap no pool can take "
+    "leaves the family type unreachable"
 )
 UC_TAKE_UP_RESIDUAL_RATE = (
     "(T - F) / D, clipped to [0, 1]; T DWP's calendar-2025 mean count of the "
-    "pool's bands, D the weight of the pool's drawn units and F the expected "
+    "pool's bands after any gaps passed to or from it, D the weight of the pool's drawn units and F the expected "
     "claims of its other entitled units, over Great Britain at the stage's "
     "household weights; realized by the drawn units claiming in the order of "
     "their uniform until their weight is nearest T - F, and applied at that "
@@ -342,53 +344,76 @@ def _pools(
     return pools
 
 
-def _join_unmet_pools(
-    pools: list[list[int]],
-    balance: Callable[[list[int]], tuple[float, float, float]],
-) -> list[list[int]]:
-    """Join, lowest first, each pool that cannot meet DWP's count to a neighbour.
-
-    ``balance`` gives a pool's DWP count ``T``, the expected claims ``F`` of its
-    undrawn entitled units and the weight ``D`` of its drawn units. A pool
-    cannot meet ``T`` when ``F`` already exceeds it or when ``T`` exceeds
-    ``F + D``; its clipped rate then leaves the family type's caseload off
-    DWP's by the gap, and which bands fall short moves with small upstream
-    changes (microcosm#1428). The pool joins the adjacent pool with more room
-    for its gap, the lower on a tie: the claims the neighbour's drawn units can
-    add beyond its own count (``F + D - T``) when the pool falls short, or the
-    drawn claims it can give up (``T - F``) when the pool overshoots. Joining
-    repeats until every pool can meet its count or the family type is one
-    pool, as a family type whose count exceeds all its entitled units stays.
+def _pass_unmet_gaps(
+    sums: Sequence[tuple[float, float, float]],
+) -> tuple[list[float], list[float]]:
+    """Each pool's count after the unmet pools pass their gaps on.
+
+    ``sums`` gives each pool's DWP count ``T``, the expected claims ``F`` of
+    its undrawn entitled units and the weight ``D`` of its drawn units, lowest
+    band first. A pool realizes between ``F`` and ``F + D`` claims; one whose
+    count lies outside is held at the nearer end, and its gap is the claims it
+    cannot add (a shortfall) or give up (an excess). A shortfall and an excess
+    offset each other in the family type's total, so they cancel first, nearest
+    pools first. What remains goes to the other pools, nearest first, the one
+    with more room first at equal distance and the lower on a tie, each taking
+    what its room allows (``F + D - T`` for a shortfall, ``T - F`` for an
+    excess). Joining an unmet pool to its neighbour applied one rate to both,
+    so the drawn units of an overshooting band started claiming and those of
+    a short band stopped; held at its clip, each band realizes as near its own
+    count as it can, and the family type's total is unchanged wherever its
+    entitled units allow (microcosm#1428 review, finding 7). Returns each
+    pool's count and the part of its gap no pool could take.
     """
 
-    pools = [list(bands) for bands in pools]
-    while len(pools) > 1:
-        sums = [balance(bands) for bands in pools]
-        unmet = next(
-            (
-                index
-                for index, (target, undrawn, drawn) in enumerate(sums)
-                if target < undrawn or target > undrawn + drawn
-            ),
-            None,
+    targets = [float(target) for target, _, _ in sums]
+    lows = [float(undrawn) for _, undrawn, _ in sums]
+    highs = [float(undrawn) + float(drawn) for _, undrawn, drawn in sums]
+    counts = [
+        min(max(t, lo), hi) for t, lo, hi in zip(targets, lows, highs, strict=True)
+    ]
+    gaps = [t - count for t, count in zip(targets, counts, strict=True)]
+    for index, target in enumerate(targets):
+        if abs(gaps[index]) <= 1e-9 * max(1.0, abs(target)):
+            gaps[index] = 0.0
+
+    def nearest(index: int) -> list[int]:
+        return sorted(
+            (other for other in range(len(sums)) if other != index),
+            key=lambda other: (abs(other - index), other),
         )
-        if unmet is None:
-            break
-        target, undrawn, drawn = sums[unmet]
-        short = target > undrawn + drawn
-        rooms = {
-            index: (
-                sums[index][1] + sums[index][2] - sums[index][0]
-                if short
-                else sums[index][0] - sums[index][1]
+
+    for index in range(len(sums)):
+        for other in nearest(index):
+            if gaps[index] == 0.0:
+                break
+            if gaps[index] * gaps[other] < 0.0:
+                offset = min(abs(gaps[index]), abs(gaps[other]))
+                gaps[index] -= np.sign(gaps[index]) * offset
+                gaps[other] -= np.sign(gaps[other]) * offset
+    for index, gap in enumerate(gaps):
+        if gap == 0.0:
+            continue
+        short = gap > 0.0
+
+        def room(other: int, *, short: bool = short) -> float:
+            return max(
+                highs[other] - counts[other] if short else counts[other] - lows[other],
+                0.0,
             )
-            for index in (unmet - 1, unmet + 1)
-            if 0 <= index < len(pools)
-        }
-        partner = max(rooms.items(), key=lambda item: (item[1], -item[0]))[0]
-        low, high = sorted((unmet, partner))
-        pools[low : high + 1] = [pools[low] + pools[high]]
-    return pools
+
+        remaining = abs(gap)
+        for other in sorted(
+            nearest(index),
+            key=lambda other: (abs(other - index), -room(other), other),
+        ):
+            take = min(remaining, room(other))
+            counts[other] += take if short else -take
+            remaining -= take
+            if remaining <= 0.0:
+                break
+        gaps[index] = remaining if short else -remaining
+    return counts, gaps
 
 
 def _realized_rate(
@@ -524,39 +549,37 @@ def balance(
     pools: list[dict[str, object]] = []
     for name, _ in UC_FAMILY_TYPES:
         in_family = family == name
-        for bands in _join_unmet_pools(
-            _pools(
-                band=band,
-                in_family=in_family,
-                drawable_gb=drawable & gb,
-                source_ids=source_ids,
-                weights=weights,
-                minimum_sources=minimum_pool_sources,
-            ),
-            lambda bands, name=name, in_family=in_family: balance(
-                name, in_family, bands
-            ),
+        family_pools = _pools(
+            band=band,
+            in_family=in_family,
+            drawable_gb=drawable & gb,
+            source_ids=source_ids,
+            weights=weights,
+            minimum_sources=minimum_pool_sources,
+        )
+        sums = [balance(name, in_family, bands) for bands in family_pools]
+        counts, unplaced = _pass_unmet_gaps(sums)
+        feasible = not any(unplaced)
+        for bands, (target, undrawn, drawn), count in zip(
+            family_pools, sums, counts, strict=True
         ):
             in_pool = in_family & np.isin(band, bands)
             solve = in_pool & gb
-            target, undrawn, drawn = balance(name, in_family, bands)
-            # Where the undrawn claims reach DWP's count, or the count exceeds
-            # every entitled unit, the clipped rate cannot meet it.
             if drawn > 0.0:
-                residual = (target - undrawn) / drawn
                 rates[in_pool & drawable] = _realized_rate(
-                    residual,
-                    need=target - undrawn,
+                    (count - undrawn) / drawn,
+                    need=count - undrawn,
                     draws=draws[solve & drawable],
                     weights=weights[solve & drawable],
                 )
-            else:
-                residual = 0.0 if undrawn >= target else 1.0
+            # Where the undrawn claims reach DWP's count, or the count exceeds
+            # every entitled unit, the pool cannot meet it alone: it is held
+            # at its clip and its gap passed on.
             unreachable = (
                 "undrawn_claims_reach_target"
-                if residual <= 0.0
+                if target <= undrawn
                 else "target_exceeds_entitled"
-                if residual >= 1.0
+                if target >= undrawn + drawn
                 else None
             )
             pools.append(
@@ -566,6 +589,7 @@ def balance(
                     "mask": solve,
                     "target": target,
                     "unreachable": unreachable,
+                    "feasible_family": feasible,
                 }
             )
     would_claim = np.where(drawable, draws < rates, previous | reporter)
@@ -598,7 +622,10 @@ def balance(
                     ),
                 }
             )
-            if pool["unreachable"] is None:
+            # A family type whose gaps every pool could take realizes its
+            # count over all its pools; one whose count exceeds what its
+            # entitled units can realize has no reachable pool.
+            if pool["feasible_family"]:
                 reachable |= solve
                 reachable_target += float(pool["target"])
         supported = sources(basis)
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
index 7c225111d0..60b8200d33 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_spi_income.py
@@ -69,16 +69,21 @@ def test_spi_rebases_income_before_frs_fill_and_preserves_child_inputs(
     monkeypatch.setattr(
         spi_income,
         "_spi_income_uprating_factors",
-        lambda year: (factors, {"from_period": 2022, "to_period": year}),
+        lambda year, *, rebased_columns=None: (
+            factors,
+            {"from_period": 2022, "to_period": year},
+        ),
         raising=False,
     )
     # The donor savings rebase runs on the prepared tape when the stage rebases
-    # to the build year, and only then (microcosm#1418 savings follow-up).
+    # to the build year, and only then (microcosm#1418 savings follow-up),
+    # banding the tape on its income moved to 2023-24 (microcosm#1428).
     rebased = []
 
-    def rebase(donor, published):
+    def rebase(donor, published, *, income_factors=None):
         rebased.append(sorted(published))
-        return donor, {"rebased": True}
+        assert income_factors == factors
+        return donor, {"rebased": True, "columns": {}}
 
     monkeypatch.setattr(spi_income, "rebase_spi_donor_savings", rebase)
     options = dict(
@@ -119,7 +124,7 @@ def rebase(donor, published):
     assert result.income_uprating == {
         "from_period": 2022,
         "to_period": 2024,
-        "savings_rebase": {"rebased": True},
+        "savings_rebase": {"rebased": True, "columns": {}},
     }
 
 
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_spine.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_spine.py
index adb7de155b..5aa108e0aa 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_spine.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_spine.py
@@ -401,8 +401,9 @@ def _fixture_tables() -> dict[str, list[dict[str, object]]]:
                 "POINC": 2,
                 "PENOTH": 0,
             },
-            # Income from a trust (PENTYPE 5) is savings income SPI counts as
-            # other income, not pension (microcosm#1428).
+            # Income from a trust (PENTYPE 5) stays private pension income,
+            # where the engine's means tests read it; its part is stored for
+            # SPI Table 3.7's other income (microcosm#1428).
             {
                 "SERNUM": 2,
                 "BENUNIT": 1,
@@ -1270,9 +1271,13 @@ def test_direct_person_mapping_values_are_ported(tmp_path: Path) -> None:
     # The gilt is other interest, no longer a dividend (microcosm#1418).
     assert adult["dividend_income"] == pytest.approx(3 * WEEKS_IN_YEAR)
     assert adult["other_investment_income"] == pytest.approx(5.0 * WEEKS_IN_YEAR)
-    # Household 2's trust income is other income, not pension (microcosm#1428).
-    assert other["other_investment_income"] == pytest.approx(6.0 * WEEKS_IN_YEAR)
-    assert other["private_pension_income"] == 0.0
+    # Household 2's trust income stays private pension, where the engine's
+    # means tests and household income read it, and its part is stored as
+    # the descriptor SPI Table 3.7's other-income measure adds (microcosm#1428).
+    assert other["other_investment_income"] == 0.0
+    assert other["private_pension_income"] == pytest.approx(6.0 * WEEKS_IN_YEAR)
+    assert other["annuity_and_trust_income"] == pytest.approx(6.0 * WEEKS_IN_YEAR)
+    assert adult["annuity_and_trust_income"] == 0.0
     # ROYYR1 2 only: CVPAY (1 a week) is rent the adult pays as a lodger
     # (rent_paid_as_lodger, pe-uk#2006), not their own income, and household 1
     # does not sub-let.
@@ -1584,6 +1589,21 @@ def test_frs_spine_refuses_an_adult_tab_without_alimony(
         build_uk_frs_spine_frame(tmp_path, stage=stage)
 
 
+def test_frs_spine_refuses_a_pension_tab_without_pentype(tmp_path: Path) -> None:
+    """A vintage without PENTYPE refuses; it never reads every annuity and
+    trust payment as a pension (microcosm#1428)."""
+
+    tables = _fixture_tables()
+    tables["pension"] = [
+        {key: value for key, value in row.items() if key != "PENTYPE"}
+        for row in tables["pension"]
+    ]
+    stage = _write_fixture(tmp_path, tables)
+
+    with pytest.raises(ValueError, match="PENTYPE"):
+        build_uk_frs_spine_frame(tmp_path, stage=stage)
+
+
 def test_frs_spine_refuses_an_adult_tab_without_sppadj(tmp_path: Path) -> None:
     """A vintage without SPPADJ refuses; it never sets nobody's paternity pay."""
 
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_measure_simulation.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_measure_simulation.py
index 91507262fb..d0ab4852a5 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_measure_simulation.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_measure_simulation.py
@@ -13,6 +13,7 @@
 from microcosm.build.uk_runtime.income_tax_rate_classes import UK_RATE_CLASS_ALLOCATION
 from microcosm.build.uk_runtime.measure_simulation import (
     UK_SAVINGS_INTEREST_OUTSIDE_ISAS,
+    UK_SPI_OTHER_INVESTMENT_INCOME,
     UKMeasureResolver,
     apply_uk_calibration_measure_exclusions,
     compute_uk_measure_input,
@@ -2075,6 +2076,62 @@ def test_the_resolver_routes_interest_outside_isas_to_persons(
         )
 
 
+def _annuity_frame() -> FrameStub:
+    """A pensioner with a purchased annuity inside the stored pension, a
+    gilt holder, and a person with no stored pension (microcosm#1428)."""
+
+    frame = FrameStub()
+    frame._tables["person"] = frame._tables["person"].assign(
+        private_pension_income=[4_000.0, 0.0, 0.0],
+        annuity_and_trust_income=[1_000.0, 0.0, 0.0],
+    )
+    return frame
+
+
+def test_spi_other_income_adds_the_annuity_and_trust_part_of_pensions():
+    """SPI Table 3.7's other income counts purchased-annuity and trust
+    payments, which FRS rows keep in private pension for the engine's means
+    tests: the measure adds their share of the engine's pension, so they grow
+    on its private pension path (microcosm#1428)."""
+
+    simulation = SimulationStub(
+        {
+            "other_investment_income": ("person", np.array([0.0, 500.0, 0.0])),
+            "private_pension_income": ("person", np.array([4_400.0, 0.0, 0.0])),
+        }
+    )
+    values, route = compute_uk_measure_input(
+        _annuity_frame(), simulation, "person", UK_SPI_OTHER_INVESTMENT_INCOME, 2025
+    )
+    # A quarter of the stored pension, grown by the engine's 10%.
+    np.testing.assert_allclose(values, [1_100.0, 500.0, 0.0])
+    assert route.startswith("engine_components:other_investment_income")
+    # A frame without the descriptor (the enhanced FRS reference) reads the
+    # engine's other income alone.
+    np.testing.assert_allclose(
+        compute_uk_measure_input(
+            FrameStub(), simulation, "person", UK_SPI_OTHER_INVESTMENT_INCOME, 2025
+        )[0],
+        [0.0, 500.0, 0.0],
+    )
+    with pytest.raises(KeyError, match="person-only"):
+        compute_uk_measure_input(
+            _annuity_frame(),
+            simulation,
+            "household",
+            UK_SPI_OTHER_INVESTMENT_INCOME,
+            2025,
+        )
+
+
+def test_the_spi_other_income_rows_read_the_annuity_measure():
+    targets = measure_simulation._uk_contract_targets()
+    binding = targets["hmrc.spi.other_investment_income.amount_by_total_income_band"][
+        "bindings"
+    ]["policyengine"]
+    assert binding["value_variable"] == UK_SPI_OTHER_INVESTMENT_INCOME
+
+
 def _stub_engine_term_calendar(monkeypatch) -> None:
     """policyengine-uk's year of terms, without the engine installed."""
 
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
index b6317d4dcc..fa214784b1 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
@@ -85,6 +85,7 @@ def test_the_rebased_tape_reproduces_the_published_bands() -> None:
         "band_factors",
         "below_first_band_factor",
         "bands_without_tape_amounts",
+        "bands_too_thin_to_gross",
     }
     assert (
         receipt["columns"]["other_investment_income"]["bands_without_tape_amounts"]
@@ -194,7 +195,7 @@ def test_the_factors_read_the_tapes_taxpayers() -> None:
     donor[spi_income.SPI_DONOR_TAXPAYER_COLUMN] = [False, True, False, True, True]
     rebased, receipt = rebase_spi_donor_savings(donor, PUBLISHED)
     interest = receipt["columns"]["savings_interest_income"]
-    assert receipt["factors_over"] == "taxpayers"
+    assert receipt["factors_over"].startswith("taxpayers")
     # The £12,570 band's taxpayers hold 5 x 40 = 200 of the tape's interest
     # there: 1,500 over 200. All bands: 6,500 over 2,200.
     assert interest["band_factors"]["12570"] == pytest.approx(7.5)
@@ -207,7 +208,7 @@ def test_the_factors_read_the_tapes_taxpayers() -> None:
     assert weighted.sum() == pytest.approx(1_500.0)
     # Without the flag every record counts, as before.
     _, plain = rebase_spi_donor_savings(_donor(), PUBLISHED)
-    assert plain["factors_over"] == "all_records"
+    assert plain["factors_over"] == "all_records_at_or_above_the_first_band"
 
 
 def test_a_tape_that_does_not_gross_to_the_population_is_left_as_it_is() -> None:
@@ -266,3 +267,172 @@ def test_gift_leaves_are_anchored_to_the_tapes_weighted_totals() -> None:
         spi_people=drawn,
     )
     assert receipt["factors"]["charitable_investment_gifts"] == 1.0
+
+
+def test_drawn_rows_drop_their_twins_annuity_and_trust_descriptor() -> None:
+    # A drawn row's private pension is the tape's, which books annuity and
+    # trust payments as other income; an undrawn copy keeps its twin's part
+    # (microcosm#1428).
+    person = pd.DataFrame({"annuity_and_trust_income": [500.0, 700.0, 0.0]})
+    drawn = pd.Series([True, False, False])
+    cleared = spi_income._clear_annuity_and_trust_descriptor(
+        person.copy(), spi_people=drawn
+    )
+    assert cleared["annuity_and_trust_income"].tolist() == [0.0, 700.0, 0.0]
+    # A frame without the descriptor is left as it is.
+    bare = pd.DataFrame({"private_pension_income": [1.0]})
+    assert spi_income._clear_annuity_and_trust_descriptor(
+        bare.copy(), spi_people=pd.Series([True])
+    ).equals(bare)
+
+
+INTEREST_ONLY = {"savings_interest_income": {12_570: 100.0, 50_000: 400.0}}
+
+
+def _edge_donor() -> pd.DataFrame:
+    # A just below the £50,000 edge in 2022-23, B well above it.
+    return pd.DataFrame(
+        {
+            "total_income": [49_950.0, 60_000.0],
+            "FACT": [100.0, 100.0],
+            "savings_interest_income": [1.0, 1.0],
+            "dividend_income": [5_000.0, 0.0],
+        }
+    )
+
+
+def test_the_tape_is_banded_on_its_income_moved_to_2023_24() -> None:
+    # Banded on its 2022-23 income, A sits in the £12,570 band. Moved to
+    # 2023-24 (dividends x1.1), it crosses the £50,000 edge, the band the
+    # consumers will find it in after uprating, so its migration is counted
+    # once (microcosm#1428 review, finding 6).
+    held, held_receipt = rebase_spi_donor_savings(_edge_donor(), INTEREST_ONLY)
+    assert held["savings_interest_income"].tolist() == pytest.approx([1.0, 4.0])
+    moved, receipt = rebase_spi_donor_savings(
+        _edge_donor(), INTEREST_ONLY, income_factors={"dividend_income": 1.1}
+    )
+    assert moved["savings_interest_income"].tolist() == pytest.approx([2.0, 2.0])
+    assert receipt["columns"]["savings_interest_income"]["band_factors"] == {
+        "50000": pytest.approx(2.0)
+    }
+    assert receipt["band_by"] == "total_income_moved_to_2023_24"
+    assert receipt["banding_converged"] is True
+
+
+def test_a_saver_who_becomes_a_taxpayer_counts_once() -> None:
+    # C pays no tax in 2022-23 and crosses the Personal Allowance by 2023-24;
+    # D is a taxpayer throughout. Both are 2023-24 taxpayers in the £12,570
+    # band, so their 2,000 meets its 4,000 at a factor of 2. Counting only D
+    # (factor 4) and giving C the all-bands factor would count C twice
+    # (microcosm#1428 review, finding 10).
+    donor = pd.DataFrame(
+        {
+            "total_income": [12_000.0, 20_000.0],
+            "FACT": [10.0, 10.0],
+            "savings_interest_income": [100.0, 100.0],
+            "dividend_income": [1_000.0, 0.0],
+            spi_income.SPI_DONOR_TAXPAYER_COLUMN: [False, True],
+        }
+    )
+    rebased, receipt = rebase_spi_donor_savings(
+        donor,
+        {"savings_interest_income": {12_570: 4_000.0, 50_000: 1.0}},
+        income_factors={"dividend_income": 1.6},
+    )
+    assert receipt["columns"]["savings_interest_income"]["band_factors"][
+        "12570"
+    ] == pytest.approx(2.0)
+    weighted = rebased["savings_interest_income"] * rebased["FACT"]
+    assert weighted.sum() == pytest.approx(4_000.0)
+
+
+def test_a_flagged_taxpayer_below_the_first_band_sits_in_it() -> None:
+    # Table 3.7's lowest band holds taxpayers below the Personal Allowance
+    # (note 8): a flagged taxpayer there shares the band's factor.
+    donor = pd.DataFrame(
+        {
+            "total_income": [8_000.0, 20_000.0],
+            "FACT": [10.0, 10.0],
+            "savings_interest_income": [100.0, 100.0],
+            spi_income.SPI_DONOR_TAXPAYER_COLUMN: [True, True],
+        }
+    )
+    rebased, _ = rebase_spi_donor_savings(
+        donor, {"savings_interest_income": {12_570: 6_000.0, 50_000: 1.0}}
+    )
+    assert rebased["savings_interest_income"].tolist() == pytest.approx([300.0, 300.0])
+
+
+def test_a_band_too_thin_to_gross_takes_the_all_bands_factor() -> None:
+    # The £50,000 band's tape holds 10 against a published 1,000, under a
+    # tenth: its factor would be 100, so it takes the all-bands factor and is
+    # named (microcosm#1428 review, finding 10).
+    donor = pd.DataFrame(
+        {
+            "total_income": [20_000.0, 60_000.0],
+            "FACT": [10.0, 1.0],
+            "savings_interest_income": [100.0, 10.0],
+        }
+    )
+    rebased, receipt = rebase_spi_donor_savings(
+        donor, {"savings_interest_income": {12_570: 2_000.0, 50_000: 1_000.0}}
+    )
+    interest = receipt["columns"]["savings_interest_income"]
+    assert interest["bands_too_thin_to_gross"] == [50_000]
+    assert "50000" not in interest["band_factors"]
+    assert rebased.loc[1, "savings_interest_income"] == pytest.approx(
+        10.0 * interest["below_first_band_factor"]
+    )
+
+
+def test_a_skipped_column_keeps_its_engine_index_from_2022_23(monkeypatch) -> None:
+    variables = {
+        name: SimpleNamespace(uprating="index")
+        for name in spi_income.SPI_INCOME_UPRATING_VARIABLES.values()
+        if name is not None
+    }
+
+    def parameters(period):
+        return SimpleNamespace(index=100.0 if period.startswith("2022") else 120.0)
+
+    monkeypatch.setitem(
+        sys.modules,
+        "policyengine_uk",
+        SimpleNamespace(
+            CountryTaxBenefitSystem=lambda: SimpleNamespace(
+                variables=variables, parameters=parameters
+            )
+        ),
+    )
+    factors, receipt = spi_income._spi_income_uprating_factors.__wrapped__(
+        2024, rebased_columns=frozenset({"other_investment_income"})
+    )
+    # Interest the rebase left as it was grows on its engine index from
+    # 2022-23, not on the OBR's path from 2023-24 (microcosm#1428 review).
+    assert receipt["columns"]["savings_interest_income"]["basis"] == "model_index"
+    assert factors["savings_interest_income"] == pytest.approx(1.2)
+    assert receipt["columns"]["other_investment_income"]["basis"] == (
+        "spi_published_bands_then_obr_savings_income"
+    )
+
+
+def test_the_tape_taxpayer_flag_is_validated(tmp_path) -> None:
+    from test_support.microcosm_build.uk_spi_income import _write_donor
+
+    path = tmp_path / "donor.tab"
+    _write_donor(path)
+    raw = pd.read_csv(path, delimiter="\t")
+    # Without the flag the prepared tape carries none.
+    assert spi_income.SPI_DONOR_TAXPAYER_COLUMN not in (
+        spi_income.prepare_spi_donor_table(raw, seed=0)
+    )
+    flagged = raw.assign(TAXPAYER=[1, 2, 1, 2])
+    prepared = spi_income.prepare_spi_donor_table(flagged, seed=0)
+    assert prepared[spi_income.SPI_DONOR_TAXPAYER_COLUMN].tolist() == [
+        True,
+        False,
+        True,
+        False,
+    ]
+    with pytest.raises(ValueError, match="TAXPAYER"):
+        spi_income.prepare_spi_donor_table(raw.assign(TAXPAYER=[1, 0, 1, 2]), seed=0)
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py
index 1abec55db3..2705085a75 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_spine.py
@@ -611,7 +611,7 @@ def test_spi_spine_parsed_inputs_match_the_path_resolution(
 
     # This test checks parsed/path source resolution, independently of the engine.
     # Real index coverage lives in test_uk_spi_income.py.
-    def uprating_factors(year):
+    def uprating_factors(year, *, rebased_columns=None):
         return (
             {column: 1.25 for column in SPI_INCOME_QRF_OUTPUT_COLUMNS},
             {"from_period": 2022, "to_period": year, "basis": "synthetic_test"},
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_take_up.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_take_up.py
index b9057fcf5b..1730e58c63 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_take_up.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_take_up.py
@@ -11,6 +11,7 @@
 
 from microcosm.build.country_spec import load_country_spec
 from microcosm.build.source_manifest import SourceStageSpec
+from microcosm.build.uk_runtime import uc_take_up
 from microcosm.build.uk_runtime.frs_take_up import (
     UK_TAKE_UP_SIGNAL_OUTPUTS,
     UKTakeUpPopulationPolicy,
@@ -235,9 +236,9 @@ def test_a_pool_nearer_zero_than_its_first_unit_draws_no_claimant() -> None:
 
 def test_a_family_type_that_cannot_meet_its_count_is_flagged_unreachable() -> None:
     # Band 0: reporters alone exceed DWP's count; band 2: the count exceeds
-    # every entitled unit. Neither pool can meet its count, so they join
-    # (microcosm#1428), and the joined pool still falls short: every drawn
-    # unit claims.
+    # every entitled unit. Each band keeps its own pool: the two gaps offset,
+    # the remaining shortfall takes band 0's one drawn unit, and the family
+    # type still falls short, so every drawn unit claims (microcosm#1428).
     award = np.asarray([100.0] * 4 + [3_000.0] * 4)
     reporter = np.asarray([True, True, True, False, False, False, False, False])
     would_claim, receipt = _assign(
@@ -249,9 +250,9 @@ def test_a_family_type_that_cannot_meet_its_count_is_flagged_unreachable() -> No
         minimum_pool_sources=1,
     )
     assert would_claim.all()
-    (pool,) = [pool for pool in receipt["pools"] if pool["family_type"] == "SINGLE"]
-    assert pool["bands"] == list(UC_AWARD_BAND_LABELS)
-    assert pool["target_unreachable"] == "<10"
+    pools = [pool for pool in receipt["pools"] if pool["family_type"] == "SINGLE"]
+    assert [pool["bands"][0] for pool in pools] == list(UC_AWARD_BAND_LABELS[:2])
+    assert all(pool["target_unreachable"] == "<10" for pool in pools)
     assert all("rate" not in pool for pool in receipt["pools"])
     # With ten or more sources behind a pool the flag says which side it is
     # on: the singles' reporters exceed their count, and the couples' count
@@ -277,51 +278,67 @@ def test_a_family_type_that_cannot_meet_its_count_is_flagged_unreachable() -> No
     assert receipt["families"]["SINGLE"]["reachable_pools_dwp_caseload"] == 0.0
 
 
-def test_a_pool_that_cannot_meet_its_count_joins_the_neighbour_with_more_room() -> None:
-    # Band 0: four drawn units and a count of 3 (one claim to spare); band 2:
-    # two drawn units and a count of 5 (three short); band 4: ten drawn units
-    # and a count of 5 (five to spare). Band 2's pool joins band 4's, which
-    # has more room, band 0 keeps its own, and the singles land on DWP's 13
-    # (microcosm#1428).
+def test_an_unmet_pool_passes_its_gap_to_the_neighbour_with_more_room() -> None:
+    # Band 0: four drawn units and a count of 3 (one to spare); band 2: two
+    # drawn units and a count of 5 (three short); band 4: ten drawn units and a
+    # count of 5 (five to spare). Band 2 is held at its two claims and passes
+    # its three to band 4, which has more room; band 0 keeps its own count, and
+    # the singles land on DWP's 13 (microcosm#1428 review, finding 7).
     award = np.asarray([600.0] * 4 + [3_000.0] * 2 + [5_500.0] * 10)
     would_claim, receipt = _assign(
         award=award, targets=_targets(SINGLE_0=3.0, SINGLE_2=5.0, SINGLE_4=5.0)
     )
-    assert [
-        pool["bands"] for pool in receipt["pools"] if pool["family_type"] == "SINGLE"
-    ] == [[UC_AWARD_BAND_LABELS[0]], list(UC_AWARD_BAND_LABELS[1:])]
     assert int(would_claim[:4].sum()) == 3
-    assert int(would_claim[4:].sum()) == 10
+    assert would_claim[4:6].all()
+    assert int(would_claim[6:].sum()) == 8
     single = receipt["families"]["SINGLE"]
     assert single["caseload_after"] == pytest.approx(13.0)
     assert single["reachable_pools_dwp_caseload"] == pytest.approx(13.0)
-    # On equal room the lower neighbour takes the pool.
+    # On equal room the lower neighbour takes the gap.
     award = np.asarray([600.0] * 3 + [3_000.0] + [5_500.0] * 3)
-    _, receipt = _assign(
+    would_claim, _ = _assign(
         award=award, targets=_targets(SINGLE_0=1.0, SINGLE_2=2.0, SINGLE_4=1.0)
     )
     assert [
-        pool["bands"] for pool in receipt["pools"] if pool["family_type"] == "SINGLE"
-    ] == [list(UC_AWARD_BAND_LABELS[:3]), list(UC_AWARD_BAND_LABELS[3:])]
+        int(would_claim[:3].sum()),
+        int(would_claim[3]),
+        int(would_claim[4:].sum()),
+    ] == [2, 1, 1]
 
 
-def test_a_pool_whose_reporters_overshoot_joins_one_with_drawn_claims() -> None:
+def test_an_overshooting_pool_passes_its_excess_to_one_with_drawn_claims() -> None:
     # Band 0: three reporters, one drawn unit and a count of 1 (two over);
-    # band 2: six drawn units and a count of 4. The joined pool's seven drawn
-    # units carry the two claims DWP's 5 leaves after the reporters.
+    # band 2: six drawn units and a count of 4. Band 0 is held at its
+    # reporters and its drawn unit does not claim; its two over come off band
+    # 2, whose drawn units carry the two claims DWP's 5 leaves. A joined pool
+    # had let band 0's drawn unit claim (microcosm#1428 review, finding 7).
     award = np.asarray([600.0] * 4 + [3_000.0] * 6)
     reporter = np.asarray([True] * 3 + [False] * 7)
     would_claim, receipt = _assign(
         award=award, reporter=reporter, targets=_targets(SINGLE_0=1.0, SINGLE_2=4.0)
     )
     assert would_claim[:3].all()
-    assert int(would_claim[3:].sum()) == 2
-    assert [
-        pool["bands"] for pool in receipt["pools"] if pool["family_type"] == "SINGLE"
-    ] == [list(UC_AWARD_BAND_LABELS)]
+    assert not would_claim[3]
+    assert int(would_claim[4:].sum()) == 2
     assert receipt["families"]["SINGLE"]["caseload_after"] == pytest.approx(5.0)
 
 
+def test_gaps_offset_before_they_pass() -> None:
+    # One pool overshoots by 1 and another falls short by 6: the excess
+    # offsets the shortfall, and only the remaining 5 look for room
+    # (microcosm#1428 review, finding 7).
+    counts, unplaced = uc_take_up._pass_unmet_gaps([(2.0, 3.0, 1.0), (10.0, 0.0, 4.0)])
+    assert counts == [4.0, 4.0]
+    assert unplaced == [0.0, 4.0]
+    # A feasible family type keeps its total: 3 + 5 + 5 over pools that hold
+    # 0-4, 0-2 and 0-10.
+    counts, unplaced = uc_take_up._pass_unmet_gaps(
+        [(3.0, 0.0, 4.0), (5.0, 0.0, 2.0), (5.0, 0.0, 10.0)]
+    )
+    assert counts == [3.0, 2.0, 8.0]
+    assert not any(unplaced)
+
+
 def test_undrawn_units_keep_their_flag_and_count_at_their_expected_claim() -> None:
     # Twice over: a unit with no award (keeps its early claim); one outside
     # the age population (keeps no claim); one moved off its legacy benefits,
diff --git a/packages/microcosm-data/src/microcosm/data/contract.py b/packages/microcosm-data/src/microcosm/data/contract.py
index 4a6cab41ac..edb5688930 100644
--- a/packages/microcosm-data/src/microcosm/data/contract.py
+++ b/packages/microcosm-data/src/microcosm/data/contract.py
@@ -980,10 +980,10 @@ def _uk_line_cut_tag_re(release_id: str) -> re.Pattern[str] | None:
     },
     "release_cut": {
         "gates_manifest_sha256": (
-            "16d49f65201db71d8780be13512216e30360d9c0739ca104f3507ff77aeb387a"
+            "bc55902443076fdc74a34bbdb6ec0ce5491603f8ea0b0c8d66008ed69c3c4aa2"
         ),
         "policy_sha256": (
-            "434d9b579a392036436cacefa828dfb1fc4fbef35056fc78ea68bd91d37de5e1"
+            "d74ea8e21e60092dfcbddd40cbdde3acb190500e4d419128ca8317dc318bafdf"
         ),
     },
 }
diff --git a/tools/graph_uk_spine_fixture.py b/tools/graph_uk_spine_fixture.py
index f115172047..c89625b6dc 100644
--- a/tools/graph_uk_spine_fixture.py
+++ b/tools/graph_uk_spine_fixture.py
@@ -733,6 +733,10 @@ def _frs_tables() -> dict[str, pd.DataFrame]:
                 "SERNUM": household_id,
                 "BENUNIT": 1,
                 "PERSON": 1,
+                # Every fifth household's payment is trust income (PENTYPE 5),
+                # which stays private pension with its part stored as the
+                # annuity and trust descriptor (microcosm#1428).
+                "PENTYPE": 5 if household_id % 5 == 0 else 1,
                 "PENPAY": 10.0,
                 "PTAMT": 2.0,
                 "PTINC": 2,

From 24e2329f6766d423a0d70cf80f6b8d78e057ef09 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sun, 1 Nov 2026 16:11:16 +0000
Subject: [PATCH 34/44] Pin the review's tests and correct the texts it found
 stale
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The #1428 review's findings 3, 4, 8, 11, 12 and 13.

- A roster test pins the eight stage transforms that declare
  fit_weight_records, read from the source, so a stage that declares the
  hook and records nothing can't reach the weights audit unreviewed (3).
- The receipts test builds its small-cell labels with rounded_count, so
  it holds whatever floor main sets (4).
- The trading allowance receipts stage states its two limits precisely:
  the raise relieves £1,932 more in 2027-28, falling to £1,758 by
  2031-32, and the other traders' stored £3,000 mis-scores allowances
  above £3,000. Both wait on policyengine-uk#2765's claim status
  (microcosm#1439) (8).
- The support floor's counts scope takes Table 3.10's employment count
  by self-employment band (11).
- Tests pin the income-based JSA and employment-count rows (12).
- Texts: the £1m-and-over interest hold tracks microcosm#1418; the
  income anchors doc, the uprating test and the NS&I comments describe
  what ships; the employment count's note says SPI rows count benefits
  in kind; the changelog fragments describe the change, not the
  branch's history (13).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1428-dwp-jsa-income-based.added.md        |  2 +-
 ...mployment-by-self-employment-band.added.md |  2 +-
 changelog.d/1428-spi-gift-anchor.changed.md   |  1 +
 changelog.d/1428-spi-gift-anchor.fixed.md     |  1 -
 .../1428-spi-other-income-analogue.changed.md |  2 +-
 .../1428-trading-allowance-receipts.added.md  |  2 +-
 docs/uk-income-anchors-280.md                 | 27 ++++++--
 .../uk/calibration_measure_exclusions.json    |  7 +-
 .../src/microcosm/build/uk/source_stages.json |  2 +-
 .../src/microcosm/build/uk/spec/sources.yaml  |  2 +-
 .../build/uk/uk_population_targets.json       |  4 +-
 .../build/uk_runtime/spi_rank_transport.py    |  9 +--
 .../microcosm/build/uk_runtime/spi_spine.py   |  4 +-
 .../microcosm/build/uk_runtime/spi_support.py |  6 +-
 .../uk_runtime/trading_allowance_receipts.py  | 16 ++++-
 .../tests/engine/uk/test_uk_hmrc_uprating.py  | 18 ++---
 .../uk/test_uk_fit_weight_records_roster.py   | 69 +++++++++++++++++++
 .../uk/test_uk_pension_age_benefit_targets.py | 47 +++++++++++++
 .../engine_free/uk/test_uk_support_floor.py   |  4 +-
 .../uk/test_uk_trading_allowance_receipts.py  |  8 ++-
 20 files changed, 190 insertions(+), 43 deletions(-)
 create mode 100644 changelog.d/1428-spi-gift-anchor.changed.md
 delete mode 100644 changelog.d/1428-spi-gift-anchor.fixed.md
 create mode 100644 packages/microcosm-build/tests/engine_free/uk/test_uk_fit_weight_records_roster.py

diff --git a/changelog.d/1428-dwp-jsa-income-based.added.md b/changelog.d/1428-dwp-jsa-income-based.added.md
index aa0456ebb1..c00627bb8e 100644
--- a/changelog.d/1428-dwp-jsa-income-based.added.md
+++ b/changelog.d/1428-dwp-jsa-income-based.added.md
@@ -1 +1 @@
-The national calibration binds DWP's income-based Jobseeker's Allowance spending, `dwp.jsa.amount_income_based` (benefit expenditure and caseload tables, Spring Forecast 2026), at the calendar-2025 window of the fiscal years, as the pension-age Housing Benefit row is (#1428; María's ruling of 2026-10-31). Income-based JSA closes with the move to Universal Credit: £91.0m in FY2024-25 and under £1m from FY2025-26. Without the split, the calibration met OBR's total JSA by scaling income-based reporters together with contributory claimants. The release-cut input-mass check then found `jsa_income_reported` beyond its band.
+The national calibration binds DWP's income-based Jobseeker's Allowance spending, `dwp.jsa.amount_income_based` (benefit expenditure and caseload tables, Spring Forecast 2026), at the calendar-2025 window of the fiscal years, as the pension-age Housing Benefit row is (#1428; María's ruling of 2026-10-31). Income-based JSA closes with the move to Universal Credit: £91.0m in FY2024-25 and under £1m from FY2025-26. Without the split, the calibration meets OBR's total JSA by scaling income-based reporters together with contributory claimants, far past DWP's income-based spending.
diff --git a/changelog.d/1428-spi-employment-by-self-employment-band.added.md b/changelog.d/1428-spi-employment-by-self-employment-band.added.md
index 0c0e2b84c8..eb50132a4e 100644
--- a/changelog.d/1428-spi-employment-by-self-employment-band.added.md
+++ b/changelog.d/1428-spi-employment-by-self-employment-band.added.md
@@ -1 +1 @@
-The national calibration binds SPI 2023-24 Table 3.10's individuals with employment income by self-employment band, `hmrc.spi.employment_income.count_by_self_employment_income_band`, over the eight bands from £1 to £10,000 that the self-employment counts and amounts already bind (#1418; María's choice of 2026-10-30). With the self-employment counts alone, the solve could meet each band with traders who have no pay, while in Table 3.10 more than half of the traders below £3,000 also have employment income; an employee's side profit is taxed at their marginal rate, so the mix of small traders decides what the Budget's trading allowance measures cost. Each person with pay over the year (`employment_income_annual`, the variable Table 3.6's employment rows read) counts in their own self-employment band, taxpayer or not. Table 3.10's column is wider, income assessed under ITEPA 2003 plus other miscellaneous income, so like Table 3.6's employment rows the binding leaves out miscellaneous income, benefits in kind and the contributory benefits. Counts grow to 2025 with HMRC's projected growth of all taxpayers (Income Tax liabilities statistics Table 2.5), as the self-employment counts do, and the zero band and the bands from £10,000 are signed out row by row.
+The national calibration binds SPI 2023-24 Table 3.10's individuals with employment income by self-employment band, `hmrc.spi.employment_income.count_by_self_employment_income_band`, over the eight bands from £1 to £10,000 that the self-employment counts and amounts already bind (#1418; María's choice of 2026-10-30). With the self-employment counts alone, the solve could meet each band with traders who have no pay, while in Table 3.10 more than half of the traders below £3,000 also have employment income; an employee's side profit is taxed at their marginal rate, so the mix of small traders decides what the Budget's trading allowance measures cost. Each person with pay over the year (`employment_income_annual`, the variable Table 3.6's employment rows read) counts in their own self-employment band, taxpayer or not. Table 3.10's column is wider, income assessed under ITEPA 2003 plus other miscellaneous income, so like Table 3.6's employment rows the binding leaves out miscellaneous income and the contributory benefits; benefits in kind count on SPI rows, whose pay is the tape's PAY + EPB + TAXTERM, and not on FRS rows. Counts grow to 2025 with HMRC's projected growth of all taxpayers (Income Tax liabilities statistics Table 2.5), as the self-employment counts do, and the zero band and the bands from £10,000 are signed out row by row.
diff --git a/changelog.d/1428-spi-gift-anchor.changed.md b/changelog.d/1428-spi-gift-anchor.changed.md
new file mode 100644
index 0000000000..7ef70ce5a8
--- /dev/null
+++ b/changelog.d/1428-spi-gift-anchor.changed.md
@@ -0,0 +1 @@
+The SPI income stage anchors the drawn copies' Gift Aid and charitable investment gifts to the SPI tape's own weighted totals (#1428; María's ruling of 2026-10-31). Both are sparse leaves that the stage-1 chain draws after, and conditioned on, the income leaves, so a change to the savings draws reshuffles which few donors' gifts the copies draw. Each column's total over the drawn copies, at the stage's household weights, is scaled to the tape's FACT-weighted total. A column that the tape or the copies carry none of is left as drawn. The scaling fixes the totals, not how concentrated each column is. The stage evidence records each column's factor, never a total or a count.
diff --git a/changelog.d/1428-spi-gift-anchor.fixed.md b/changelog.d/1428-spi-gift-anchor.fixed.md
deleted file mode 100644
index b95723a37b..0000000000
--- a/changelog.d/1428-spi-gift-anchor.fixed.md
+++ /dev/null
@@ -1 +0,0 @@
-The SPI income stage anchors the drawn copies' Gift Aid and charitable investment gifts to the SPI tape's own weighted totals (#1428; María's ruling of 2026-10-31). Both are sparse leaves that the stage-1 chain draws after, and conditioned on, the income leaves. Rebasing the donor savings on the tape's taxpayers therefore changed which few donors' gifts the copies drew, and the release-cut input-mass check found `charitable_investment_gifts` beyond its band. Each column's total over the drawn copies, at the stage's household weights, is now scaled to the tape's FACT-weighted total. A column that the tape or the copies carry none of is left as drawn. The stage evidence records each column's factor, never a total or a count.
diff --git a/changelog.d/1428-spi-other-income-analogue.changed.md b/changelog.d/1428-spi-other-income-analogue.changed.md
index da33d7b332..c39db42253 100644
--- a/changelog.d/1428-spi-other-income-analogue.changed.md
+++ b/changelog.d/1428-spi-other-income-analogue.changed.md
@@ -1 +1 @@
-The SPI stage-1 transport now locates each copy's other-income draw at its FRS twin's own other income (gilts, trust and purchased-annuity income), as it does for the other investment leaves, instead of an identity uniform that ignored the twin's holdings (#1428).
+The SPI stage-1 transport now locates each copy's other-income draw at its FRS twin's own other income (gilt interest), as it does for the other investment leaves, instead of an identity uniform that ignored the twin's holdings (#1428).
diff --git a/changelog.d/1428-trading-allowance-receipts.added.md b/changelog.d/1428-trading-allowance-receipts.added.md
index 7d427d1059..d4f2c6f5e6 100644
--- a/changelog.d/1428-trading-allowance-receipts.added.md
+++ b/changelog.d/1428-trading-allowance-receipts.added.md
@@ -1 +1 @@
-A new last spine stage, `trading_allowance_receipts`, stores the self-employed's gross receipts (`self_employment_gross_receipts`), so policyengine-uk applies the trading allowance against receipts as the law does (#1428; María's choice of 2026-10-31). Neither the FRS nor the SPI tape records turnover. Without receipts the engine relieved profits up to the allowance in full and nothing above it, so a rise in the allowance missed its main base: traders who already claim the £1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus £1,000 exactly. Each trader with a positive profit is flagged as a claimant with probability 0.64 for profits up to £4,500, 0.32 from £4,500 to £9,000 and none above, drawn on their own `person_id`. A claimant's receipts are their profit plus £1,000; any other trader's are their profit plus £3,000, expenses at the raised allowance, since the costing books traders who switch to the allowance as behaviour. The rates are calibrated to HMRC's policy paper (about 400,000 taxpayers with a lower bill, by about £380 on average) until HMRC publishes claimant counts. Every trader with a positive profit is treated as filing, as the Table 3.10 counts the calibration binds are of filers, so a profit of £1,000 or less is now taxed where the engine used to relieve it in full. `self_employment_gross_receipts` leaves the register of engine inputs left at their default and joins the export surface's allowed columns. The stage spec and schema, the graph and kernel wiring, the spine build, the coverage manifest, the H2 fixture and the data contract's gate digests follow.
+A new last spine stage, `trading_allowance_receipts`, stores the self-employed's gross receipts (`self_employment_gross_receipts`), so policyengine-uk applies the trading allowance against receipts as the law does (#1428; María's choice of 2026-10-31). Neither the FRS nor the SPI tape records turnover. Without receipts the engine relieved profits up to the allowance in full and nothing above it, so a rise in the allowance missed its main base: traders who already claim the £1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus £1,000 exactly. Each trader with a positive profit is flagged as a claimant with probability 0.64 for profits up to £4,500, 0.32 from £4,500 to £9,000 and none above, drawn on their own `person_id`. A claimant's receipts are their profit plus £1,000; any other trader's are their profit plus £3,000, expenses at the raised allowance, since the costing books traders who switch to the allowance as behaviour. The rates are calibrated to HMRC's policy paper (about 400,000 taxpayers with a lower bill, by about £380 on average) until HMRC publishes claimant counts. Every trader with a positive profit is treated as filing, as the Table 3.10 counts the calibration binds are of filers, so a profit of £1,000 or less is now taxed where the engine used to relieve it in full. Two limits remain until policyengine-uk#2765 lets the stage store the claim status itself (#1439). A claimant's £1,000 grows with the mixed income index while the allowance is nominal, so the raise relieves £1,932 more in 2027-28, falling to £1,758 by 2031-32. The other traders' stored £3,000 grows the same way, so allowances above £3,000 are mis-scored. `self_employment_gross_receipts` leaves the register of engine inputs left at their default and joins the export surface's allowed columns. The stage spec and schema, the graph and kernel wiring, the spine build, the coverage manifest, the H2 fixture and the data contract's gate digests follow.
diff --git a/docs/uk-income-anchors-280.md b/docs/uk-income-anchors-280.md
index de89587cb6..0c9789dadd 100644
--- a/docs/uk-income-anchors-280.md
+++ b/docs/uk-income-anchors-280.md
@@ -62,8 +62,10 @@ membership carries the uprated value with its receipt.
   others take `policyengine_uk_parameter:<path>`, the ratio of the pinned
   engine's parameter between 1 January of the fact's opening year and 1
   January of the calibration year, the instants the SPI donor rebasing already
-  uses: dividends `obr.per_capita.gdp`. Savings interest takes two legs
-  (microcosm#1095): `ons.household_interest_income`, the index of its
+  uses: dividends `obr.per_capita.gdp`. Savings interest outside SPI Table
+  3.7's rows takes two legs (microcosm#1095); Table 3.7's interest and other
+  income rows take the OBR's savings income path from 2023-24 instead, as the
+  next paragraph says (microcosm#1418): `ons.household_interest_income`, the index of its
   history, to the dataset's year, then `obr.per_capita.gdp`, the index the
   engine's dataset projection applies, to the calibration year (1.1420 x
   1.0474 = 1.1961 on the pinned engine values; 1.0438 and 1.1920 before
@@ -86,9 +88,19 @@ membership carries the uprated value with its receipt.
   vendored as `uk/hmrc_spi_table_3_7_savings_rows.json`), then grows them on the
   OBR's savings income path the Table 3.7 targets take
   (`hmrc_uprating.uk_obr_savings_income_level`). Each band's factor is the
-  published amount over the tape's FACT-weighted one; a band the tape carries
-  none of is left as it is. From the frame's year on, the engine projects both
-  columns at GDP per head.
+  published amount over the FACT-weighted amount of the tape's taxpayers in
+  the band, as Table 3.7 counts taxpayers only (microcosm#1428). The tape is
+  banded on its income moved to 2023-24, each income leaf at its own factor,
+  repeating until the rebased savings move no record across a band edge, so
+  the band-edge migration the consumers re-band on uprated income is counted
+  once. A taxpayer is a record the tape flags (TAXPAYER 1) or one whose income
+  crosses the Personal Allowance by 2023-24; a flagged taxpayer below the first
+  band sits in it (note 8); any other record takes the factor of all bands. A
+  band the tape carries none of is left as it is, a band whose tape amount is
+  under a tenth of its published amount takes the factor of all bands, and a
+  column whose tape does not gross to the published amounts is left as it is
+  and grows on its engine index from 2022-23. From the frame's year on, the
+  engine projects the two columns on their own indices.
 - Count rows: `hmrc.itl_2026.taxpayer_count_growth_by_total_income_band`, HMRC's
   own projected growth in Income Tax payers for the Table 2.5 band that contains
   the SPI band (Income Tax liabilities statistics, July 2026), as the
@@ -398,8 +410,9 @@ fold differs from its twin's, and a reference whose sign classes differ from
 the tape forest's on any located target. One difference between the two
 forests remains: the reference locates a leaf given the twin's observed
 earlier analogue leaves, while the tape forest draws it given every earlier
-output, the three identity-uniform leaves (`other_investment_income`,
-`gift_aid`, `charitable_investment_gifts`) included, so a located quantile is
+output, the two identity-uniform leaves (`gift_aid`,
+`charitable_investment_gifts`) included, since `other_investment_income` has
+located at the twin's own other income from microcosm#1428, so a located quantile is
 read off a conditional those identity draws also shape; pay, which follows
 them in the chain, has the weakest rank fidelity, and moving the analogue
 targets ahead of the identity leaves is the follow-up to measure. Because the
diff --git a/packages/microcosm-build/src/microcosm/build/uk/calibration_measure_exclusions.json b/packages/microcosm-build/src/microcosm/build/uk/calibration_measure_exclusions.json
index 9d030b56ce..4d42127cd5 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/calibration_measure_exclusions.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/calibration_measure_exclusions.json
@@ -41,7 +41,8 @@
           "hmrc.spi.private_pension_income.count_by_total_income_band",
           "hmrc.spi.state_pension.count_by_total_income_band",
           "hmrc.spi.savings_interest_income.count_by_total_income_band",
-          "hmrc.spi.self_employment_income.count_by_self_employment_income_band"
+          "hmrc.spi.self_employment_income.count_by_self_employment_income_band",
+          "hmrc.spi.employment_income.count_by_self_employment_income_band"
         ],
         "max_dropped_rows": 2,
         "max_dropped_published_share": 0.01
@@ -76,7 +77,7 @@
     "reason": "Zero-support floor: a row in one of the floor's scopes (the UC payment-distribution and benefit-cap amount bands, the HMRC SPI income bands by total income and SPI Table 3.10's self-employment income bands, and the band-H council-tax rows by English region) whose compiled matrix row reaches no source household (household_source_id) with a positive prior weight cannot be fitted by any weights (the solver's initialiser refuses a nonzero target with no support), so it is dropped from the solve, not pooled. A row that some households carry stays bound however few they are; when fewer than 10 distinct source households carry it, its model figures are withheld from every written surface (the UK Data Service working floor, CD171 section 5.2.1). Each scope holds one unit, because its share ceiling sums published values. The floor's receipt reports each target's dropped published total and each scope's dropped share, and the run refuses when a scope's drops pass either of its ceilings or when a per-row exclusion names a row the floor drops.",
     "tracking": "microcosm#1095",
     "approved_by": "juaristi22",
-    "adjudication": "microcosm#1095 U3, ruled 2026-10-16 with the fifth ports PR (floor 10) and revised 2026-10-21 with #1333: a cell that rests on fewer than 10 records is no reason to leave a row out, only a measured distortion of the calibration is. The floor drops only rows no household carries, the benefit-cap amount bands join its scope and their per-row entries retire, and the figures of rows under 10 source households are withheld, as the BRMA rows' are. The thirteen entries it retired (the eleven benefit-cap amount bands and the two HMRC £500k to £1m cells) and the A/B that retired them: experiments/1095-uk-thin-row-binding-receipts.md. Extended on 2026-10-22 (María's ruling on the next policyengine-uk bump) to the HMRC SPI income-band families and the band-H council-tax rows by region, in scopes of one unit each with their own ceilings. On #1333's policyengine-uk 2.145.0 spine every HMRC £1m-and-over cell and every band-H region cell has carriers. The three band-H region entries retire and their rows bind, with their figures withheld where fewer than 10 source households carry them; the ten HMRC £1m-and-over cells, bound on arm 1, distorted their neighbours and stay held on that measurement, so the HMRC scopes cover the bands below them. Extended on 2026-10-29 in microcosm#1420, in answer to the independent review's finding 7 and pending María's confirmation, to the SPI families microcosm#1418 binds, Table 3.7's other income by total-income band and Table 3.10's self-employment bands from GBP 1 to GBP 10,000: a row of theirs that no household carries is dropped and receipted as its siblings' rows are, not refused. The ceilings are unchanged, so the HMRC amounts scope's 2-row cap, signed for seven families, now covers nine, and the counts scope's, signed for seven, now covers eight; María confirms or re-sizes them (the re-reviews of microcosm#1420, H and 4).",
+    "adjudication": "microcosm#1095 U3, ruled 2026-10-16 with the fifth ports PR (floor 10) and revised 2026-10-21 with #1333: a cell that rests on fewer than 10 records is no reason to leave a row out, only a measured distortion of the calibration is. The floor drops only rows no household carries, the benefit-cap amount bands join its scope and their per-row entries retire, and the figures of rows under 10 source households are withheld, as the BRMA rows' are. The thirteen entries it retired (the eleven benefit-cap amount bands and the two HMRC £500k to £1m cells) and the A/B that retired them: experiments/1095-uk-thin-row-binding-receipts.md. Extended on 2026-10-22 (María's ruling on the next policyengine-uk bump) to the HMRC SPI income-band families and the band-H council-tax rows by region, in scopes of one unit each with their own ceilings. On #1333's policyengine-uk 2.145.0 spine every HMRC £1m-and-over cell and every band-H region cell has carriers. The three band-H region entries retire and their rows bind, with their figures withheld where fewer than 10 source households carry them; the ten HMRC £1m-and-over cells, bound on arm 1, distorted their neighbours and stay held on that measurement, so the HMRC scopes cover the bands below them. Extended on 2026-10-29 in microcosm#1420, in answer to the independent review's finding 7 and pending María's confirmation, to the SPI families microcosm#1418 binds, Table 3.7's other income by total-income band and Table 3.10's self-employment bands from GBP 1 to GBP 10,000: a row of theirs that no household carries is dropped and receipted as its siblings' rows are, not refused. The ceilings are unchanged, so the HMRC amounts scope's 2-row cap, signed for seven families, now covers nine, and the counts scope's, signed for seven, now covers eight; María confirms or re-sizes them (the re-reviews of microcosm#1420, H and 4). Extended on 2026-11-01 in microcosm#1428, in answer to its independent review's finding 11, to Table 3.10's employment-income counts by self-employment band, which #1428 binds over the same bands: a row of theirs no household carries is dropped and receipted, not refused. The counts scope's 2-row cap now covers nine families.",
     "approved_on": "2026-10-22",
     "expires_on": "2027-01-08"
   },
@@ -174,7 +175,7 @@
     {
       "name": "hmrc.spi.savings_interest_income.amount_by_total_income_band.band_1000000",
       "reason": "Measured distortion, not thin support, as for the ten HMRC £1m-and-over cells (María's rule of 2026-10-21). With the SPI donors' interest and other income rebased to SPI's 2023-24 bands (microcosm#1428), the first national built from f3cb3ddd3 fitted every other interest and other-income band, the £1m-and-over other-income row included, and missed this row outside the uk_target_fit band. Held out of the objective and measured on every evaluation. The row rests on the SPI Public Use Tape, so its figures and its neighbours' stay out of this register.",
-      "tracking": "microcosm#1428",
+      "tracking": "microcosm#1418",
       "approved_by": "juaristi22",
       "adjudication": "María's ruling of 2026-10-30 on the savings follow-up (microcosm#1428): hold the £1m-and-over savings interest amount row as a measured distortion, rebuild the national on the same spine and score it; how the rebase sits in the top bands at design weights is a follow-up.",
       "approved_on": "2026-10-30",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 8d2b10d023..e1b51ab741 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -7760,7 +7760,7 @@
    "nonnegative_outputs": [
     "self_employment_gross_receipts"
    ],
-   "notes": "The last spine stage (microcosm#1428). policyengine-uk applies the trading allowance against self_employment_gross_receipts, which neither the FRS nor the SPI tape records; without receipts a rise in the allowance relieves only profits up to the new allowance, in full, and misses its main base, the traders who already claim the GBP 1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus GBP 1,000 exactly. Each trader with a positive profit is flagged a claimant at their profit band's rate, drawn on their own person_id: a claimant's receipts are their profit plus GBP 1,000, any other trader's their profit plus GBP 3,000 (expenses at the raised allowance, so the raise does not relieve them; the costing books switchers as behaviour), and a person with no positive profit keeps zero, which the engine reads as unknown. Every trader with a positive profit is treated as filing, as SPI Table 3.10's counts, which bind the frame's traders, are of filers, so a profit of GBP 1,000 or less is now taxed where the engine used to relieve it in full. The rates are calibrated to HMRC's policy paper until HMRC publishes claimant counts. The engine uprates receipts with profit, so a claimant's GBP 1,000 grows with the mixed income index and the raise relieves slightly less than GBP 2,000 more in later years."
+   "notes": "The last spine stage (microcosm#1428). policyengine-uk applies the trading allowance against self_employment_gross_receipts, which neither the FRS nor the SPI tape records; without receipts a rise in the allowance relieves only profits up to the new allowance, in full, and misses its main base, the traders who already claim the GBP 1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus GBP 1,000 exactly. Each trader with a positive profit is flagged a claimant at their profit band's rate, drawn on their own person_id: a claimant's receipts are their profit plus GBP 1,000, any other trader's their profit plus GBP 3,000 (expenses at the raised allowance, so the raise does not relieve them; the costing books switchers as behaviour), and a person with no positive profit keeps zero, which the engine reads as unknown. Every trader with a positive profit is treated as filing, as SPI Table 3.10's counts, which bind the frame's traders, are of filers, so a profit of GBP 1,000 or less is now taxed where the engine used to relieve it in full. The rates are calibrated to HMRC's policy paper until HMRC publishes claimant counts. The engine uprates receipts with profit, so a claimant's GBP 1,000 grows with the mixed income index while the allowance is nominal: the raise relieves GBP 1,932 more in 2027-28, falling to GBP 1,758 by 2031-32, 3.4% to 12.1% below GBP 2,000. The other traders' stored GBP 3,000 grows the same way, so an allowance above GBP 3,000 times that index relieves them from the stored expense, not from data: allowances above GBP 3,000 are mis-scored until policyengine-uk#2765 lets the stage store the claim status (microcosm#1439; María's ruling of 2026-11-01)."
   }
  ]
 }
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index cf9e40e143..359943c988 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -6229,4 +6229,4 @@ stages:
   - self_employment_gross_receipts
   nonnegative_outputs:
   - self_employment_gross_receipts
-  notes: 'The last spine stage (microcosm#1428). policyengine-uk applies the trading allowance against self_employment_gross_receipts, which neither the FRS nor the SPI tape records; without receipts a rise in the allowance relieves only profits up to the new allowance, in full, and misses its main base, the traders who already claim the GBP 1,000 allowance against larger receipts. Under current law a claimant''s receipts are their profit plus GBP 1,000 exactly. Each trader with a positive profit is flagged a claimant at their profit band''s rate, drawn on their own person_id: a claimant''s receipts are their profit plus GBP 1,000, any other trader''s their profit plus GBP 3,000 (expenses at the raised allowance, so the raise does not relieve them; the costing books switchers as behaviour), and a person with no positive profit keeps zero, which the engine reads as unknown. Every trader with a positive profit is treated as filing, as SPI Table 3.10''s counts, which bind the frame''s traders, are of filers, so a profit of GBP 1,000 or less is now taxed where the engine used to relieve it in full. The rates are calibrated to HMRC''s policy paper until HMRC publishes claimant counts. The engine uprates receipts with profit, so a claimant''s GBP 1,000 grows with the mixed income index and the raise relieves slightly less than GBP 2,000 more in later years.'
+  notes: 'The last spine stage (microcosm#1428). policyengine-uk applies the trading allowance against self_employment_gross_receipts, which neither the FRS nor the SPI tape records; without receipts a rise in the allowance relieves only profits up to the new allowance, in full, and misses its main base, the traders who already claim the GBP 1,000 allowance against larger receipts. Under current law a claimant''s receipts are their profit plus GBP 1,000 exactly. Each trader with a positive profit is flagged a claimant at their profit band''s rate, drawn on their own person_id: a claimant''s receipts are their profit plus GBP 1,000, any other trader''s their profit plus GBP 3,000 (expenses at the raised allowance, so the raise does not relieve them; the costing books switchers as behaviour), and a person with no positive profit keeps zero, which the engine reads as unknown. Every trader with a positive profit is treated as filing, as SPI Table 3.10''s counts, which bind the frame''s traders, are of filers, so a profit of GBP 1,000 or less is now taxed where the engine used to relieve it in full. The rates are calibrated to HMRC''s policy paper until HMRC publishes claimant counts. The engine uprates receipts with profit, so a claimant''s GBP 1,000 grows with the mixed income index while the allowance is nominal: the raise relieves GBP 1,932 more in 2027-28, falling to GBP 1,758 by 2031-32, 3.4% to 12.1% below GBP 2,000. The other traders'' stored GBP 3,000 grows the same way, so an allowance above GBP 3,000 times that index relieves them from the stored expense, not from data: allowances above GBP 3,000 are mis-scored until policyengine-uk#2765 lets the stage store the claim status (microcosm#1439; María''s ruling of 2026-11-01).'
diff --git a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
index c12d33f2f2..143b16c274 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
@@ -3898,7 +3898,7 @@
       "category_id": "hmrc.survey_of_personal_incomes",
       "label": "Count with employment income by self-employment income band",
       "uprating_index": "hmrc.itl_2026.taxpayer_count_growth_all_bands",
-      "selector_note": "Uprated from the SPI 2023-24 fact to the 2025 calibration period by HMRC's projected growth of all taxpayers over all income ranges (Income Tax liabilities statistics Table 2.5), as the self-employment counts by self-employment band are. Table 3.10's employment income is income assessed under the Income Tax (Earnings and Pensions) Act 2003 and other miscellaneous income (its note 4), wider than Table 3.6's: the binding reads employment_income_annual, as Table 3.6's employment rows do, so it leaves out miscellaneous income, taxable benefits in kind, and Incapacity Benefit, contribution-based Employment and Support Allowance and Jobseeker's Allowance. The calibration binds at calendar 2025 under María's ruling of 2026-09-22 (PolicyEngine/chronicle#280 lane)."
+      "selector_note": "Uprated from the SPI 2023-24 fact to the 2025 calibration period by HMRC's projected growth of all taxpayers over all income ranges (Income Tax liabilities statistics Table 2.5), as the self-employment counts by self-employment band are. Table 3.10's employment income is income assessed under the Income Tax (Earnings and Pensions) Act 2003 and other miscellaneous income (its note 4), wider than Table 3.6's: the binding reads employment_income_annual, as Table 3.6's employment rows do, so it leaves out miscellaneous income and Incapacity Benefit, contribution-based Employment and Support Allowance and Jobseeker's Allowance. Taxable benefits in kind count on SPI rows, whose employment_income holds the tape's pay, benefits and termination pay (PAY + EPB + TAXTERM), and not on FRS rows, whose pay is the cash pay reported (the #1428 review, finding 13). The calibration binds at calendar 2025 under María's ruling of 2026-09-22 (PolicyEngine/chronicle#280 lane)."
     },
     {
       "target_id": "hmrc.spi.dividend_income.amount_by_total_income_band",
@@ -14872,7 +14872,7 @@
           "value_expression": "savings_interest_income + tax_free_savings_income + other_investment_income",
           "from_entity": "person",
           "map_to": "household",
-          "notes": "uk-data holds the last actual flat for later years - a populace-side declaration (uk-data targets/sources/ons_savings.py:39-44 at 12a1e028afeef08d8b2d74ee03fd9de3a78b2dd3). The row measures cash interest in and outside tax-free accounts. From policyengine-uk 2.162.2 savings_interest_income is the interest outside them, which the frame stores so under the additive ISA income contract, with ISA interest apart in individual_savings_account_interest_income; the ISA part, tax_free_savings_income, adds it back (microcosm#1095, microcosm#1360). D.41 also counts interest on gilts, National Savings bonds and other securities, which the frame holds in other_investment_income: the SPI tape's other investment income on SPI rows and, from microcosm#1418, the FRS NS&I and gilt accounts on FRS rows. The engine taxes it as savings income beside savings_interest_income."
+          "notes": "uk-data holds the last actual flat for later years - a populace-side declaration (uk-data targets/sources/ons_savings.py:39-44 at 12a1e028afeef08d8b2d74ee03fd9de3a78b2dd3). The row measures cash interest in and outside tax-free accounts. From policyengine-uk 2.162.2 savings_interest_income is the interest outside them, which the frame stores so under the additive ISA income contract, with ISA interest apart in individual_savings_account_interest_income; the ISA part, tax_free_savings_income, adds it back (microcosm#1095, microcosm#1360). D.41 also counts interest on gilts, National Savings bonds and other securities, which the frame holds in other_investment_income: the SPI tape's other investment income on SPI rows and, from microcosm#1418, the FRS gilt accounts on FRS rows; FRS NS&I accounts are interest in savings_interest_income (microcosm#1428). The engine taxes it as savings income beside savings_interest_income."
         },
         "axiom": {
           "metric_name": "ons/savings_interest_income",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py
index 8952863487..fa58e1ebf1 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_rank_transport.py
@@ -116,10 +116,11 @@
     "dividend_income": "dividend_income",
     "private_pension_income": "private_pension_income",
     "property_income": "property_income",
-    # The twin's own other income locates the draw (microcosm#1428): gilts,
-    # trust income and purchased-annuity income, the FRS sources of SPI's other
-    # income, so a copy's OTHERINV draw ranks with its twin's holdings instead
-    # of an identity uniform that ignores them.
+    # The twin's own other income locates the draw (microcosm#1428): its gilt
+    # interest, so a copy's OTHERINV draw ranks with its twin's holdings
+    # instead of an identity uniform that ignores them. The twin's purchased
+    # annuity and trust payments stay in private_pension_income, whose
+    # analogue they join.
     "other_investment_income": "other_investment_income",
     "gift_aid": None,
     "charitable_investment_gifts": None,
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
index 3a70866505..64746b11da 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_spine.py
@@ -216,8 +216,8 @@
     "self_employment_income",
     "savings_interest_income",
     "dividend_income",
-    # The tape's OTHERINV on SPI rows; FRS rows carry their own NS&I and gilt
-    # interest from frs_spine (microcosm#1418).
+    # The tape's OTHERINV on SPI rows; FRS rows carry their own gilt interest
+    # from frs_spine (microcosm#1418), NS&I being interest (microcosm#1428).
     "other_investment_income",
     "private_pension_income",
     "property_income",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_support.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_support.py
index 230b776fa8..8c8d7ed86b 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_support.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_support.py
@@ -138,9 +138,9 @@
 
 # The enhanced-FRS FRS-only stage uses these six income predictors. OTHERINV
 # is a first-stage SPI draw and HMRC accounting component. The FRS base
-# carries `other_investment_income` only from its NS&I and gilt accounts
-# (microcosm#1418), not OTHERINV's concept, so it stays out of second-stage
-# training.
+# carries `other_investment_income` only from its gilt accounts (microcosm#1418,
+# NS&I being interest since microcosm#1428), not OTHERINV's concept, so it stays
+# out of second-stage training.
 FRS_ONLY_SPI_FILL_INCOME_PREDICTOR_COLUMNS = (
     "employment_income",
     "self_employment_income",
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py
index e37ff9d2a3..17be90b6d1 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py
@@ -32,9 +32,19 @@
 Until HMRC publishes claimant counts, the rates are calibrated to HMRC's
 policy paper on the Budget 2026 raise (about 400,000 taxpayers with a lower
 bill, by about GBP 380 on average) on the #1428 national b441bb5a0, at
-2028-29 prices (María's choice of 2026-10-31). The engine uprates receipts
-with profit, so a claimant's GBP 1,000 grows with the mixed income index, and
-the raise relieves slightly less than GBP 2,000 more in later years.
+2028-29 prices (María's choice of 2026-10-31).
+
+Two limits of encoding the claim in receipts (#1428 review, findings 2 and 8;
+María's ruling of 2026-11-01 keeps them, documented, until policyengine-uk#2765
+lets the stage store the claim status itself, microcosm#1439):
+
+* The engine uprates receipts with profit, so a claimant's GBP 1,000 grows with
+  the mixed income index while the allowance is nominal: the raise relieves
+  GBP 1,932 more in 2027-28, falling to GBP 1,758 by 2031-32, 3.4% to 12.1%
+  below GBP 2,000.
+* The other traders' stored GBP 3,000 grows the same way, so an allowance above
+  GBP 3,000 times that index relieves them from the stored expense, not from
+  data. Allowances above GBP 3,000 are mis-scored on this encoding.
 """
 
 from __future__ import annotations
diff --git a/packages/microcosm-build/tests/engine/uk/test_uk_hmrc_uprating.py b/packages/microcosm-build/tests/engine/uk/test_uk_hmrc_uprating.py
index 04ee2f239a..b98f756458 100644
--- a/packages/microcosm-build/tests/engine/uk/test_uk_hmrc_uprating.py
+++ b/packages/microcosm-build/tests/engine/uk/test_uk_hmrc_uprating.py
@@ -122,11 +122,13 @@ def test_spi_band_targets_move_by_the_engines_dataset_projection() -> None:
     assert len(checked) > 1
 
 
-def test_savings_interest_targets_take_the_donors_path() -> None:
-    """The SPI donors reach 2025 by the history index to the frame's year,
-    then the engine's projection. The band targets took the same path until
-    they moved to the OBR's savings income forecast (microcosm#1418), so the
-    gap between the two is now the calibration's to close."""
+def test_the_two_leg_savings_interest_factor() -> None:
+    """Savings interest outside SPI Table 3.7's rows reaches 2025 by the history
+    index to the frame's year, then the engine's projection (microcosm#1095).
+    The SPI donors and Table 3.7's rows took the same path until
+    microcosm#1418, when they moved to the published 2023-24 bands and the
+    OBR's savings income growth; the earlier start below pins only the
+    history index's 2022-23 step (the #1428 review, finding 13)."""
 
     history = "gov.economic_assumptions.indices.ons.household_interest_income"
     projection = "gov.economic_assumptions.indices.obr.per_capita.gdp"
@@ -137,13 +139,13 @@ def ratio(path: str, start: int, end: int) -> float:
         )
 
     target_factor = ratio(history, 2023, 2024) * ratio(projection, 2024, 2025)
-    donor_path = ratio(history, 2022, 2024) * ratio(projection, 2024, 2025)
+    earlier_start = ratio(history, 2022, 2024) * ratio(projection, 2024, 2025)
 
     # 1.1920 until policyengine-uk 2.155.0 took population from the OBR's
     # March 2026 long-term determinants (PolicyEngine/policyengine-uk#2611),
     # and 1.1961 until 2.164.1's October 2026 outlook (microcosm#1415).
     assert target_factor == pytest.approx(1.1932, abs=1e-4)
-    # The donors start a year earlier and so carry one more year of history.
-    assert donor_path / target_factor == pytest.approx(
+    # A path starting a year earlier carries one more year of history.
+    assert earlier_start / target_factor == pytest.approx(
         ratio(history, 2022, 2023), rel=1e-12
     )
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_fit_weight_records_roster.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_fit_weight_records_roster.py
new file mode 100644
index 0000000000..2fc979ec50
--- /dev/null
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_fit_weight_records_roster.py
@@ -0,0 +1,69 @@
+"""Which UK stage transforms declare fit-weight records (microcosm#1428).
+
+The release-cut weights audit reads an empty list of fit-weight records as a
+fitting stage that recorded nothing, and fails (``uk_weights_audit``). The ISA
+subscriptions stage declared an empty tuple although it fits no model, and
+every national certified after #1421 failed. This roster pins the stage
+transforms that declare the hook, read from the source so it runs without
+the engine: a new one must be reviewed, and either record each fit it makes
+or declare nothing (the #1428 review, finding 3).
+"""
+
+from __future__ import annotations
+
+import ast
+from pathlib import Path
+
+from microcosm.build import uk_runtime
+
+#: The stage transforms that fit a model and record its weights.
+FITTING_STAGE_TRANSFORMS = frozenset(
+    {
+        "etb_services.UKETBServicesStageTransform",
+        "etb_vat.UKETBVATStageTransform",
+        "lcfs_consumption.UKLCFSConsumptionStageTransform",
+        "nts_bus_travel.UKNTSBusTravelStageTransform",
+        "property_components.UKPropertyComponentsStageTransform",
+        "spi_spine.UKSPIIncomeSpineStageTransform",
+        "was_lisa.UKWASLISAStageTransform",
+        "was_wealth.UKWASWealthStageTransform",
+    }
+)
+
+
+def _declares_hook(node: ast.ClassDef) -> bool:
+    for item in node.body:
+        if (
+            isinstance(item, ast.FunctionDef | ast.AsyncFunctionDef)
+            and item.name == "fit_weight_records"
+        ):
+            return True
+        if isinstance(item, ast.AnnAssign | ast.Assign) and "fit_weight_records" in {
+            target.id
+            for target in (
+                [item.target] if isinstance(item, ast.AnnAssign) else item.targets
+            )
+            if isinstance(target, ast.Name)
+        }:
+            return True
+    return False
+
+
+def test_only_the_reviewed_stage_transforms_declare_fit_weight_records() -> None:
+    declared = set()
+    for path in sorted(Path(uk_runtime.__file__).parent.glob("*.py")):
+        tree = ast.parse(path.read_text(encoding="utf-8"))
+        for node in ast.walk(tree):
+            if (
+                isinstance(node, ast.ClassDef)
+                and node.name.endswith("StageTransform")
+                and _declares_hook(node)
+            ):
+                declared.add(f"{path.stem}.{node.name}")
+    assert declared == FITTING_STAGE_TRANSFORMS
+
+
+def test_the_isa_subscriptions_stage_declares_nothing() -> None:
+    assert "isa_subscriptions.UKISASubscriptionsStageTransform" not in (
+        FITTING_STAGE_TRANSFORMS
+    )
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_pension_age_benefit_targets.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_pension_age_benefit_targets.py
index d02836f8c0..35bcfb49b4 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_pension_age_benefit_targets.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_pension_age_benefit_targets.py
@@ -160,3 +160,50 @@ def test_winter_fuel_diagnostic_carries_the_published_count() -> None:
     assert metadata[f"{prefix}_status"] == "available"
     assert float(metadata[f"{prefix}_value_count"]) == 11_003_237
     assert metadata[f"{prefix}_ledger_geography_id"] == "K04000001"
+
+
+def test_income_based_jsa_spending_reads_the_dwp_calendar_window() -> None:
+    # DWP's income-based JSA line beside OBR's total JSA, so the solve meets
+    # OBR's total on contributory claimants (microcosm#1428; its review's
+    # finding 12 asked for this pin, as the Housing Benefit row has).
+    target = _targets()["dwp.jsa.amount_income_based"]
+    selector = target["ledger_selector"]
+    assert selector["source_concept"] == "dwp.benefit_expenditure_amount"
+    assert selector["dimension_values"] == {
+        "benefit_forecast_line": (
+            "unemployment_benefits__jobseekers_allowance__income_based"
+        )
+    }
+    assert target["value_operation"] == "calendar_year_window"
+    assert selector["source_measure_id_by_opening_year"] == {
+        "2024": "expenditure_2024",
+        "2025": "expenditure_2025",
+    }
+    assert target["assertion_policy"] == "allow_source_projection"
+    assert target["family"] == "dwp_benefit_expenditure"
+    binding = target["bindings"]["policyengine"]
+    assert binding["value_variable"] == "jsa_income"
+    assert binding["from_entity"] == "benunit"
+    assert "filters" not in binding
+    # Great Britain, the scope of DWP's line.
+    (condition,) = binding["household_conditions"]
+    assert condition["variable"] == "region"
+    assert "NORTHERN_IRELAND" not in condition["value"]
+
+
+def test_the_table_3_10_employment_counts_read_annual_pay_by_profit_band() -> None:
+    # Table 3.10's individuals with employment income over the self-employment
+    # bands from GBP 1 to GBP 10,000 (microcosm#1428; review finding 12).
+    target = _targets()[
+        "hmrc.spi.employment_income.count_by_self_employment_income_band"
+    ]
+    binding = target["bindings"]["policyengine"]
+    assert binding["value_variable"] == "person_count"
+    assert binding["groupby_variable"] == (
+        "self_employment_income_after_loss_relief_annual"
+    )
+    assert binding["filters"] == [
+        {"variable": "employment_income_annual", "operator": "!=", "value": 0}
+    ]
+    assert binding["band_upper_bound"] == 10_000
+    assert binding["band_upper_bound_inclusive"] is False
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_support_floor.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_support_floor.py
index 734f040c46..4209f87b3b 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_support_floor.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_support_floor.py
@@ -360,10 +360,12 @@ def test_the_packaged_floor_drops_only_unsupported_bands_and_binds_thin_ones():
         },
         # Extended on María's ruling of 2026-10-22 (the next policyengine-uk
         # bump), then to the SPI families microcosm#1418 binds: Table 3.7's
-        # other income and Table 3.10's self-employment bands.
+        # other income and Table 3.10's self-employment bands, and to the
+        # employment counts over those bands microcosm#1428 binds.
         "hmrc_spi_income_band_counts": {
             *(f"hmrc.spi.{family}.count_by_total_income_band" for family in spi),
             "hmrc.spi.self_employment_income.count_by_self_employment_income_band",
+            "hmrc.spi.employment_income.count_by_self_employment_income_band",
         },
         "hmrc_spi_income_band_amounts": {
             *(f"hmrc.spi.{family}.amount_by_total_income_band" for family in spi),
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py
index 7e1ecd2013..9cbe9332e8 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py
@@ -11,6 +11,7 @@
 from microcosm.build.country_spec import load_country_spec
 from microcosm.build.stochastic_assignment import stable_identity_uniforms
 from microcosm.build.uk_runtime.national_frame import uk_national_frame
+from microcosm.build.uk_runtime.receipt_counts import rounded_count, small_cell_share
 from microcosm.build.uk_runtime.trading_allowance_receipts import (
     TRADING_ALLOWANCE_RECEIPTS_OUTPUT,
     TRADING_ALLOWANCE_RECEIPTS_STAGE_NAME,
@@ -118,11 +119,12 @@ def test_the_receipt_rounds_counts_and_bands_shares() -> None:
     assert [band["rate"] for band in evidence["bands"]] == [0.64, 0.32, 0.0]
     assert all(band["support"] == "30+" for band in evidence["bands"])
     assert evidence["bands"][0]["weighted_traders"] == pytest.approx(100.0)
-    # Fewer than ten source households behind a band print "<10".
+    # Fewer than ten source households behind a band print the small-cell
+    # label, whatever the rounding rules make it (microcosm#1428 review).
     transform(_frame(np.asarray([500.0] * 5)))
     small = transform.checkpoint_metadata()["evidence"]
-    assert small["traders"] == "<10"
-    assert small["bands"][0]["weighted_traders"] == "<10"
+    assert small["traders"] == rounded_count(5)
+    assert small["bands"][0]["weighted_traders"] == small_cell_share(10.0, 5)
 
 
 def test_the_stage_refuses_drifted_parameters_and_a_second_writer() -> None:

From 59ef8ecee455aa4ea72c024029ee011ef5863786 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sun, 1 Nov 2026 16:11:27 +0000
Subject: [PATCH 35/44] Regenerate the H2 fixture and the coverage manifest

The synthetic H2 fixture's pension rows now carry PENTYPE, so the spine
fixture exercises the annuity and trust routing; the spine and the
coverage manifest's source digests follow the two commits before.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../uk/release_input_coverage_manifest.json   |  48 +--
 .../sources/cgt_asset_type_facts.json         |  56 +--
 .../parity/uk_spine/sources/fixture.json      |  17 +-
 .../uk_spine/sources/frs_raw/pension.tab      | 272 +++++++--------
 .../parity/uk_spine/sources/person.csv        | 326 +++++++++---------
 .../parity/uk_spine/sources/schema.json       |   1 +
 .../fixtures/parity/uk_spine/uk_spine.json    |   2 +-
 7 files changed, 363 insertions(+), 359 deletions(-)

diff --git a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
index 85806b2a46..61b10ca78b 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
@@ -472,7 +472,7 @@
    "required_mass_change_reason": "Capital-gains incidence anchor moves the mass of non-liable clone households back to their paired originals until the sub-exempt and loss-making clone mass match the Advani-Summers reporter composition at the redrawn liable mass; every pair's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, the HMRC Table 3 redrawn gains on the spine and Advani-Summers capital-gains incidence"
@@ -495,7 +495,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, and Advani-Summers capital-gains incidence"
@@ -518,7 +518,7 @@
    "required_mass_change_reason": "Capital-gains residential split divides every household carrying liable gainers into arms weighted by the solved residential probabilities, one arm per subset of residential gainers; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative) on the amounts the Table 3 redraw placed"
@@ -540,7 +540,7 @@
    "required_mass_change_reason": "Capital-gains support split divides the wealthiest households of each HMRC Table 3 income band into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "HMRC Capital Gains Tax statistics, July 2026 release, Table 3 for 2024-25, via the vendored conditioning facts",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support and HMRC Capital Gains Tax statistics Table 3 (2024-25 individuals by size of gain and taxable income)"
@@ -569,7 +569,7 @@
    "required_mass_change_reason": "ETB public-services imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab, DfT rail fare index, and public NHS activity/cost table.",
     "survey": "Effects of Taxes and Benefits 1977-2024 and NHS age-gender public table"
@@ -589,7 +589,7 @@
    "required_mass_change_reason": "ETB VAT expenditure-rate imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab and cited VAT anchor resource.",
     "survey": "Effects of Taxes and Benefits 1977-2024"
@@ -611,7 +611,7 @@
    "required_mass_change_reason": "High-value home support divides every owner household in the top value stratum of its region into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "Microcosm structural operator (microcosm#1240 fix 1); no publisher input",
     "survey": "Family Resources Survey 2024-25 and SPI synthetic support, after the WAS wealth draw and the regional property uprating"
@@ -632,7 +632,7 @@
    "required_mass_change_reason": "CGT asset-type assignment on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative), Table 4.1 (individuals claiming Business Asset Disposal Relief or Investors' Relief by band of qualifying gain, 2024-25, administrative) and Table 7 (disposals, proceeds and gains by asset type, 2023-24, sample-based), vendored from the pinned Chronicle feed"
@@ -656,7 +656,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "conditioning_resource": "hmrc_cgt_conditioning_facts.json",
     "conditioning_resource_sha256": "f7425784231e1f6aa657d0f26fc02591d9523600eb12fce5d35becf5dabf7569",
@@ -746,7 +746,7 @@
     "full_frs_tei_band_unavailable"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "hmrc_surface": "2023-24",
     "mapped_build_period": "2024",
@@ -773,7 +773,7 @@
    "required_mass_change_reason": "ISA subscriptions per adult from HMRC's ISA tables on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "HMRC Individual Savings Account statistics Tables 9.4, 9.6 and 9.7 to 9.9, the cash ISA limit reduction impact note and Lifetime ISA Table 1a, via the vendored facts; Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "HMRC Annual savings statistics (September 2026 release); Wealth and Assets Survey round 8"
@@ -838,7 +838,7 @@
    "required_mass_change_reason": "LCFS consumption imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "UK Data Service SN 9603 Living Costs and Food Survey 2024-25 (2nd edition) household/person tabs and the vendored Chronicle facts for NEED 2024 mean kWh, DESNZ Energy Trends and QEP average prices paid for calendar 2024, road-fuel outturn (DESNZ, HMRC, ONS Consumer Trends) and road fuel by vehicle type (DESNZ), ONS Consumer Trends household spending by COICOP division, the DfT VEH1103 licensed-car stock, NTS bus use, and the DfT and devolved bus finance tables and fares indices.",
     "survey": "Living Costs and Food Survey 2024-25"
@@ -864,7 +864,7 @@
    "required_mass_change_reason": "NTS bus-travel imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "Department for Transport National Travel Survey, UK Data Service SN 5340 (End User Licence, 19th edition, November 2025), DOI 10.5255/UKDA-SN-5340-19; local licensed tab files (household, individual, trip); England residents only from 2013.",
     "survey": "National Travel Survey 2002-2024"
@@ -884,7 +884,7 @@
    "required_mass_change_reason": "Private-school attendance stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "policyengine-uk attends_private_school (the gov.simulation.private_school_vat attendance rates and factor), evaluated by the pinned engine",
     "survey": "policyengine-uk private-school attendance imputation, stored at the spine's weights"
@@ -907,7 +907,7 @@
     "property_finance_costs"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/property-rental-income-statistics",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Property Rental Income Statistics 2026 (tax year 2024-25)"
@@ -928,7 +928,7 @@
    "required_mass_change_reason": "Annual property purchases imputed on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/uk-stamp-tax-statistics",
     "survey": "HMRC Annual Stamp Tax Statistics 2024 to 2025 (corrected 11 March 2026), Tables 6b, 8a and 8b"
@@ -951,7 +951,7 @@
     "property_wealth"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "uk/high_value_home_value_knots.json, built by tools/build_uk_high_value_home_stock.py from PolicyEngine/chronicle#343's registrations",
     "survey": "HM Land Registry Price Paid latest sales uprated with the UK House Price Index, owner-weighted by region (the dense value node's knots, region level)"
@@ -975,7 +975,7 @@
     "non_residential_property_value"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "MHCLG dwellings and the UK House Price Index regional average price averaged over the twelve months of calendar 2024 from the July 2026 full file, the frame's valuation basis, so the engine's annual uprating from 2024 projects the value once (microcosm#1240 fix 5).",
     "survey": "Public regional property reference"
@@ -1003,7 +1003,7 @@
     "employment_income"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "HMRC, Salary sacrifice reform for pension contributions effective from 6 April 2029",
     "survey": "Family Resources Survey 2024-25 salary-sacrifice respondents and HMRC salary-sacrifice reform analysis"
@@ -1036,7 +1036,7 @@
     "household_source_id"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "Reserved SPI support households for the HMRC Table 2.5 total-income bands from GBP 200,000, stacked at the published band taxpayer count over the donors per band (PolicyEngine/chronicle#280 lane).",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Income Tax liabilities statistics July 2026 Table 2.5"
@@ -1058,7 +1058,7 @@
     "student_loan_plan"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "Explore Education Statistics Table 6a, Higher education total",
     "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
@@ -1078,7 +1078,7 @@
    "required_mass_change_reason": "Self-employed gross receipts stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "self_employment_income after the SPI income stage; HMRC's published gainers of the raise to GBP 3,000, about 400,000 taxpayers with a lower bill by about GBP 380 on average",
     "survey": "The self-employed's own profit on the final spine, and HMRC's policy paper on the Budget 2026 trading allowance raise (calibration)"
@@ -1100,7 +1100,7 @@
    "required_mass_change_reason": "WAS Lifetime ISA imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "Wealth and Assets Survey round 8"
@@ -1139,7 +1139,7 @@
    "required_mass_change_reason": "WAS wealth imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "1f7b3d0282aa1bfe6f1354cee6f426f42d611d84bebd55f880350aa1e9622172",
+   "source_manifest_sha256": "da210d22e9948686e1a3afb4d459c1adb37028abf0e849f98f77e969e3b93197",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed 2006-22 household tab.",
     "survey": "Wealth and Assets Survey round 8"
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
index 7b8692e736..bfa6eaad6e 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/cgt_asset_type_facts.json
@@ -2,70 +2,70 @@
   "resource": "synthetic-cgt-asset-type.json",
   "resource_sha256": "synthetic",
   "source_commit": "synthetic",
-  "table4_all_gains": 6537217.9138617115,
+  "table4_all_gains": 6567779.158835469,
   "table4_all_tax": 0.0,
-  "table4_all_taxpayers": 15.639298233942167,
+  "table4_all_taxpayers": 15.645847684894523,
   "table4_bands": [
     {
-      "gains": 6001.797187846176,
+      "gains": 6262.290969943808,
       "lower_bound": 0,
       "tax": null,
-      "taxpayers": 1.3616054229369756,
+      "taxpayers": 1.4320098873010005,
       "upper_bound": 10000
     },
     {
-      "gains": 25136.571750228803,
+      "gains": 24063.64355992752,
       "lower_bound": 10000,
       "tax": null,
-      "taxpayers": 1.53256883202459,
+      "taxpayers": 1.4653704559490115,
       "upper_bound": 25000
     },
     {
-      "gains": 83435.91898678923,
+      "gains": 81614.98942021298,
       "lower_bound": 25000,
       "tax": null,
-      "taxpayers": 2.3018849031280015,
+      "taxpayers": 2.2495857610440857,
       "upper_bound": 50000
     },
     {
-      "gains": 130450.89739194364,
+      "gains": 134940.71583113162,
       "lower_bound": 50000,
       "tax": null,
-      "taxpayers": 1.8761026572186568,
+      "taxpayers": 1.9395983558176588,
       "upper_bound": 100000
     },
     {
-      "gains": 147092.18965477377,
+      "gains": 142317.70165223547,
       "lower_bound": 100000,
       "tax": null,
-      "taxpayers": 0.9364610563359856,
+      "taxpayers": 0.9050403178705543,
       "upper_bound": 250000
     },
     {
-      "gains": 631035.2756424223,
+      "gains": 622123.2583176545,
       "lower_bound": 250000,
       "tax": null,
-      "taxpayers": 1.7510162468271642,
+      "taxpayers": 1.725490737653384,
       "upper_bound": 500000
     },
     {
-      "gains": 833292.512966157,
+      "gains": 848903.2550118314,
       "lower_bound": 500000,
       "tax": null,
-      "taxpayers": 1.1988863651892423,
+      "taxpayers": 1.2211988651862962,
       "upper_bound": 1000000
     },
     {
-      "gains": 4680772.750281551,
+      "gains": 4707553.304072532,
       "lower_bound": 1000000,
       "tax": null,
-      "taxpayers": 4.680772750281551,
+      "taxpayers": 4.7075533040725315,
       "upper_bound": null
     }
   ],
-  "table4_individuals_gains": 6537217.9138617115,
+  "table4_individuals_gains": 6567779.158835469,
   "table4_individuals_tax": 0.0,
-  "table4_individuals_taxpayers": 15.639298233942167,
+  "table4_individuals_taxpayers": 15.645847684894523,
   "table4_trusts_gains": 0.0,
   "table4_trusts_tax": 0.0,
   "table7_total_disposals": 2743095.2380952383,
@@ -114,12 +114,12 @@
       "proceeds": 9000000000.0
     }
   ],
-  "table8a_disposals_total": 29.49124809829094,
-  "table8a_gains_total": 37198541.4845692,
-  "table8a_tax_total": 7439708.29691384,
-  "table8a_taxpayers_total": 26.810225543900852,
-  "table8b_all_gains": 37198541.4845692,
-  "table8b_all_taxpayers": 26.810225543900852,
-  "table8b_individuals_gains": 37198541.4845692,
-  "table8b_individuals_taxpayers": 26.810225543900852
+  "table8a_disposals_total": 29.50359849151538,
+  "table8a_gains_total": 37385992.48877222,
+  "table8a_tax_total": 7477198.497754444,
+  "table8a_taxpayers_total": 26.82145317410489,
+  "table8b_all_gains": 37385992.48877222,
+  "table8b_all_taxpayers": 26.82145317410489,
+  "table8b_individuals_gains": 37385992.48877222,
+  "table8b_individuals_taxpayers": 26.82145317410489
 }
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
index a4efd56587..86a442c812 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
@@ -2249,8 +2249,8 @@
           "locator": "pension.tab",
           "role": "frs_table",
           "runtime_sha256_required": true,
-          "sha256": "7090be19cac198c6fc4545266764d267f9e39073b83c5411d0615eda2ac47e9c",
-          "size_bytes": 3597,
+          "sha256": "79ba6767e1300e1bb5d3de808706cb4ee1d86e4694a26e9fd94958e821858f33",
+          "size_bytes": 3875,
           "table": "pension",
           "vintage": "synthetic-h2"
         }
@@ -2268,6 +2268,7 @@
         "loss_relief",
         "ni_class_4_losses_brought_forward",
         "private_pension_income",
+        "annuity_and_trust_income",
         "individual_savings_account_interest_income",
         "savings_interest_income",
         "dividend_income",
@@ -2365,6 +2366,7 @@
         "loss_relief",
         "ni_class_4_losses_brought_forward",
         "private_pension_income",
+        "annuity_and_trust_income",
         "individual_savings_account_interest_income",
         "savings_interest_income",
         "dividend_income",
@@ -3061,7 +3063,7 @@
         "hmrc_spi_total_investment_income",
         "hmrc_spi_assessable_income"
       ],
-      "notes": "Runs the SPI-trained income QRFs on the raw-spine support channel, drawing for its claimants and partners aged 16 and over so dependants aged 16 to 19 keep their FRS twin's values (uk-data#504, microcosm#1095), initializes FRS charity columns to zero, trains FRS-only stage 2 on the FRS rows' reported values, flags the rows it drew (person_is_spi_income_recipient) so later stages tell tape-concept rows from FRS-concept ones without re-deriving the recipient rule (microcosm#840), leaves every FRS-channel income as reported (no base-channel redraw of dividends; uk-data#498, microcosm#1095), and emits a sidecar-only 208-fact replay report for the spine path. Stage 2 also draws trading_loss, the year's trading loss the tape does not carry, from the FRS rows (uk-data#528), and a drawn row whose self_employment_income is positive keeps no loss, so profit and loss never both hold an amount, as on the FRS rows (microcosm#1095). The chain draws self_employment_income net of the tape's losses brought forward (LOSSBF), as the tape holds profits, and last of all, so no earlier draw moves, the year's profit before them and the losses. After the FRS-only fill and the HMRC aggregates the stage moves the losses out of the profit into loss_relief and ni_class_4_losses_brought_forward, the inputs policyengine-uk relieves them against (income tax under ITA 2007 s.83, Class 4 under SSCBA 1992 Sch 2 para 3), so Universal Credit, HBAI and market income read the year's profit; where the drawn net profit is positive the losses are its gap to the year's profit and where it is zero they are at least that profit, so the profit after the relief is the drawn net profit on every row, which the HMRC aggregates and the HMRC self-employment rows read (uk-data#528, microcosm#1095). The engine carries both losses into each projected year at their nominal value while the profit grows with its index. Stage 2 draws the six owner-manager inputs last, the five flags as 0 or 1 and then the income share, so each follows the drawn incomes; the root stage's rules then hold on the drawn rows (an owner works in the company, its other inputs need an owner, and a company carries on a trade or a property business, never both), since the tape carries no director answers (microcosm#1095). A drawn row's annual income descriptors follow its drawn incomes. The tape records the tax year's income, so its pay, profit and private pension shares are 1, and its contributory benefits, stage-2 draws on the current concept with no spell of their own, take share 1 too. It keeps its twin's other-spell pay only where it drew no pay, and its twin's ceased self-employment only where it drew no profit, since the bridge draws a record without pay for a twin who left a job in the year. An undrawn copy keeps its twin's descriptors with its twin's incomes.",
+      "notes": "Runs the SPI-trained income QRFs on the raw-spine support channel, drawing for its claimants and partners aged 16 and over so dependants aged 16 to 19 keep their FRS twin's values (uk-data#504, microcosm#1095), initializes FRS charity columns to zero, trains FRS-only stage 2 on the FRS rows' reported values, flags the rows it drew (person_is_spi_income_recipient) so later stages tell tape-concept rows from FRS-concept ones without re-deriving the recipient rule (microcosm#840), leaves every FRS-channel income as reported (no base-channel redraw of dividends; uk-data#498, microcosm#1095), and emits a sidecar-only 208-fact replay report for the spine path. Stage 2 also draws trading_loss, the year's trading loss the tape does not carry, from the FRS rows (uk-data#528), and a drawn row whose self_employment_income is positive keeps no loss, so profit and loss never both hold an amount, as on the FRS rows (microcosm#1095). The chain draws self_employment_income net of the tape's losses brought forward (LOSSBF), as the tape holds profits, and last of all, so no earlier draw moves, the year's profit before them and the losses. After the FRS-only fill and the HMRC aggregates the stage moves the losses out of the profit into loss_relief and ni_class_4_losses_brought_forward, the inputs policyengine-uk relieves them against (income tax under ITA 2007 s.83, Class 4 under SSCBA 1992 Sch 2 para 3), so Universal Credit, HBAI and market income read the year's profit; where the drawn net profit is positive the losses are its gap to the year's profit and where it is zero they are at least that profit, so the profit after the relief is the drawn net profit on every row, which the HMRC aggregates and the HMRC self-employment rows read (uk-data#528, microcosm#1095). The engine carries both losses into each projected year at their nominal value while the profit grows with its index. Stage 2 draws the six owner-manager inputs last, the five flags as 0 or 1 and then the income share, so each follows the drawn incomes; the root stage's rules then hold on the drawn rows (an owner works in the company, its other inputs need an owner, and a company carries on a trade or a property business, never both), since the tape carries no director answers (microcosm#1095). A drawn row's annual income descriptors follow its drawn incomes. The tape records the tax year's income, so its pay, profit and private pension shares are 1, and its contributory benefits, stage-2 draws on the current concept with no spell of their own, take share 1 too. It keeps its twin's other-spell pay only where it drew no pay, and its twin's ceased self-employment only where it drew no profit, since the bridge draws a record without pay for a twin who left a job in the year. An undrawn copy keeps its twin's descriptors with its twin's incomes. A drawn row's annuity and trust descriptor is zero, since the tape's private pension excludes those payments and books them as other income (microcosm#1428).",
       "operations": [
         {
           "artifact_roles": [
@@ -3862,7 +3864,8 @@
         "self_employment_income_annual_share",
         "self_employment_income_other_spells",
         "private_pension_income_annual_share",
-        "contributory_benefits_annual_share"
+        "contributory_benefits_annual_share",
+        "annuity_and_trust_income"
       ],
       "source": "https://assets.publishing.service.gov.uk/media/69f1f12d2fae53a03709682f/Collated_Tables_3_1_to_3_11_2324.ods",
       "stage": "hmrc_spi_income_spine",
@@ -6794,7 +6797,7 @@
       "nonnegative_outputs": [
         "self_employment_gross_receipts"
       ],
-      "notes": "The last spine stage (microcosm#1428). policyengine-uk applies the trading allowance against self_employment_gross_receipts, which neither the FRS nor the SPI tape records; without receipts a rise in the allowance relieves only profits up to the new allowance, in full, and misses its main base, the traders who already claim the GBP 1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus GBP 1,000 exactly. Each trader with a positive profit is flagged a claimant at their profit band's rate, drawn on their own person_id: a claimant's receipts are their profit plus GBP 1,000, any other trader's their profit plus GBP 3,000 (expenses at the raised allowance, so the raise does not relieve them; the costing books switchers as behaviour), and a person with no positive profit keeps zero, which the engine reads as unknown. Every trader with a positive profit is treated as filing, as SPI Table 3.10's counts, which bind the frame's traders, are of filers, so a profit of GBP 1,000 or less is now taxed where the engine used to relieve it in full. The rates are calibrated to HMRC's policy paper until HMRC publishes claimant counts. The engine uprates receipts with profit, so a claimant's GBP 1,000 grows with the mixed income index and the raise relieves slightly less than GBP 2,000 more in later years.",
+      "notes": "The last spine stage (microcosm#1428). policyengine-uk applies the trading allowance against self_employment_gross_receipts, which neither the FRS nor the SPI tape records; without receipts a rise in the allowance relieves only profits up to the new allowance, in full, and misses its main base, the traders who already claim the GBP 1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus GBP 1,000 exactly. Each trader with a positive profit is flagged a claimant at their profit band's rate, drawn on their own person_id: a claimant's receipts are their profit plus GBP 1,000, any other trader's their profit plus GBP 3,000 (expenses at the raised allowance, so the raise does not relieve them; the costing books switchers as behaviour), and a person with no positive profit keeps zero, which the engine reads as unknown. Every trader with a positive profit is treated as filing, as SPI Table 3.10's counts, which bind the frame's traders, are of filers, so a profit of GBP 1,000 or less is now taxed where the engine used to relieve it in full. The rates are calibrated to HMRC's policy paper until HMRC publishes claimant counts. The engine uprates receipts with profit, so a claimant's GBP 1,000 grows with the mixed income index while the allowance is nominal: the raise relieves GBP 1,932 more in 2027-28, falling to GBP 1,758 by 2031-32, 3.4% to 12.1% below GBP 2,000. The other traders' stored GBP 3,000 grows the same way, so an allowance above GBP 3,000 times that index relieves them from the stored expense, not from data: allowances above GBP 3,000 are mis-scored until policyengine-uk#2765 lets the stage store the claim status (microcosm#1439; Mar\u00eda's ruling of 2026-11-01).",
       "operations": [
         {
           "calibration": "HMRC's policy paper on the Budget 2026 trading allowance raise: about 400,000 taxpayers with a lower bill, by about GBP 380 on average, on the microcosm#1428 national b441bb5a0's final weights at 2028-29 prices, until HMRC publishes claimant counts (Mar\u00eda's choice of 2026-10-31)",
@@ -7183,9 +7186,9 @@
           "minimum_pool_sources": 30,
           "not_drawn": "keeps its stored flag, except a unit keeping income-related ESA, which claims none",
           "output": "would_claim_uc",
-          "pooling": "adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it. Then, lowest first, a pool that cannot meet DWP's count (its undrawn entitled units' expected claims exceed the count, or the count exceeds them plus the weight of every drawn unit) joins the adjacent pool with more room for its gap, the lower on a tie, until every pool can meet its count or the family type is one pool",
+          "pooling": "adjacent bands within a family type, lowest first, until the drawn units rest on minimum_pool_sources distinct household_source_id values; a short last pool joins the one before it. Then, lowest first, a pool that cannot meet DWP's count (its undrawn entitled units' expected claims exceed the count, or the count exceeds them plus the weight of every drawn unit) is held at the nearer of those ends and passes its gap to the other pools, nearest first, the one with more room first at equal distance and the lower on a tie, each taking what its room allows; a gap no pool can take leaves the family type unreachable",
           "population": "uc_age_eligible",
-          "residual_rate": "(T - F) / D, clipped to [0, 1]; T DWP's calendar-2025 mean count of the pool's bands, D the weight of the pool's drawn units and F the expected claims of its other entitled units, over Great Britain at the stage's household weights; realized by the drawn units claiming in the order of their uniform until their weight is nearest T - F, and applied at that uniform to Northern Ireland's drawn units too",
+          "residual_rate": "(T - F) / D, clipped to [0, 1]; T DWP's calendar-2025 mean count of the pool's bands after any gaps passed to or from it, D the weight of the pool's drawn units and F the expected claims of its other entitled units, over Great Britain at the stage's household weights; realized by the drawn units claiming in the order of their uniform until their weight is nearest T - F, and applied at that uniform to Northern Ireland's drawn units too",
           "seed": 0,
           "solve_scope": "great_britain",
           "targets": "DWP Stat-Xplore Households on Universal Credit by family type and monthly award band, mean of April to December 2025",
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/frs_raw/pension.tab b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/frs_raw/pension.tab
index 7b8df74533..da8ce3e7ce 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/frs_raw/pension.tab
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/frs_raw/pension.tab
@@ -1,136 +1,136 @@
-SERNUM	BENUNIT	PERSON	PENPAY	PTAMT	PTINC	POAMT	POINC	PENOTH
-1	1	1	10.0	2.0	2	3.0	2	0
-2	1	1	10.0	2.0	2	3.0	2	0
-3	1	1	10.0	2.0	2	3.0	2	0
-4	1	1	10.0	2.0	2	3.0	2	0
-5	1	1	10.0	2.0	2	3.0	2	0
-6	1	1	10.0	2.0	2	3.0	2	0
-7	1	1	10.0	2.0	2	3.0	2	0
-8	1	1	10.0	2.0	2	3.0	2	0
-9	1	1	10.0	2.0	2	3.0	2	0
-10	1	1	10.0	2.0	2	3.0	2	0
-11	1	1	10.0	2.0	2	3.0	2	0
-12	1	1	10.0	2.0	2	3.0	2	0
-13	1	1	10.0	2.0	2	3.0	2	0
-14	1	1	10.0	2.0	2	3.0	2	0
-15	1	1	10.0	2.0	2	3.0	2	0
-16	1	1	10.0	2.0	2	3.0	2	0
-17	1	1	10.0	2.0	2	3.0	2	0
-18	1	1	10.0	2.0	2	3.0	2	0
-19	1	1	10.0	2.0	2	3.0	2	0
-20	1	1	10.0	2.0	2	3.0	2	0
-21	1	1	10.0	2.0	2	3.0	2	0
-22	1	1	10.0	2.0	2	3.0	2	0
-23	1	1	10.0	2.0	2	3.0	2	0
-24	1	1	10.0	2.0	2	3.0	2	0
-25	1	1	10.0	2.0	2	3.0	2	0
-26	1	1	10.0	2.0	2	3.0	2	0
-27	1	1	10.0	2.0	2	3.0	2	0
-28	1	1	10.0	2.0	2	3.0	2	0
-29	1	1	10.0	2.0	2	3.0	2	0
-30	1	1	10.0	2.0	2	3.0	2	0
-31	1	1	10.0	2.0	2	3.0	2	0
-32	1	1	10.0	2.0	2	3.0	2	0
-33	1	1	10.0	2.0	2	3.0	2	0
-34	1	1	10.0	2.0	2	3.0	2	0
-35	1	1	10.0	2.0	2	3.0	2	0
-36	1	1	10.0	2.0	2	3.0	2	0
-37	1	1	10.0	2.0	2	3.0	2	0
-38	1	1	10.0	2.0	2	3.0	2	0
-39	1	1	10.0	2.0	2	3.0	2	0
-40	1	1	10.0	2.0	2	3.0	2	0
-41	1	1	10.0	2.0	2	3.0	2	0
-42	1	1	10.0	2.0	2	3.0	2	0
-43	1	1	10.0	2.0	2	3.0	2	0
-44	1	1	10.0	2.0	2	3.0	2	0
-45	1	1	10.0	2.0	2	3.0	2	0
-46	1	1	10.0	2.0	2	3.0	2	0
-47	1	1	10.0	2.0	2	3.0	2	0
-48	1	1	10.0	2.0	2	3.0	2	0
-49	1	1	10.0	2.0	2	3.0	2	0
-50	1	1	10.0	2.0	2	3.0	2	0
-51	1	1	10.0	2.0	2	3.0	2	0
-52	1	1	10.0	2.0	2	3.0	2	0
-53	1	1	10.0	2.0	2	3.0	2	0
-54	1	1	10.0	2.0	2	3.0	2	0
-55	1	1	10.0	2.0	2	3.0	2	0
-56	1	1	10.0	2.0	2	3.0	2	0
-57	1	1	10.0	2.0	2	3.0	2	0
-58	1	1	10.0	2.0	2	3.0	2	0
-59	1	1	10.0	2.0	2	3.0	2	0
-60	1	1	10.0	2.0	2	3.0	2	0
-61	1	1	10.0	2.0	2	3.0	2	0
-62	1	1	10.0	2.0	2	3.0	2	0
-63	1	1	10.0	2.0	2	3.0	2	0
-64	1	1	10.0	2.0	2	3.0	2	0
-65	1	1	10.0	2.0	2	3.0	2	0
-66	1	1	10.0	2.0	2	3.0	2	0
-67	1	1	10.0	2.0	2	3.0	2	0
-68	1	1	10.0	2.0	2	3.0	2	0
-69	1	1	10.0	2.0	2	3.0	2	0
-70	1	1	10.0	2.0	2	3.0	2	0
-71	1	1	10.0	2.0	2	3.0	2	0
-72	1	1	10.0	2.0	2	3.0	2	0
-73	1	1	10.0	2.0	2	3.0	2	0
-74	1	1	10.0	2.0	2	3.0	2	0
-75	1	1	10.0	2.0	2	3.0	2	0
-76	1	1	10.0	2.0	2	3.0	2	0
-77	1	1	10.0	2.0	2	3.0	2	0
-78	1	1	10.0	2.0	2	3.0	2	0
-79	1	1	10.0	2.0	2	3.0	2	0
-80	1	1	10.0	2.0	2	3.0	2	0
-81	1	1	10.0	2.0	2	3.0	2	0
-82	1	1	10.0	2.0	2	3.0	2	0
-83	1	1	10.0	2.0	2	3.0	2	0
-84	1	1	10.0	2.0	2	3.0	2	0
-85	1	1	10.0	2.0	2	3.0	2	0
-86	1	1	10.0	2.0	2	3.0	2	0
-87	1	1	10.0	2.0	2	3.0	2	0
-88	1	1	10.0	2.0	2	3.0	2	0
-89	1	1	10.0	2.0	2	3.0	2	0
-90	1	1	10.0	2.0	2	3.0	2	0
-91	1	1	10.0	2.0	2	3.0	2	0
-92	1	1	10.0	2.0	2	3.0	2	0
-93	1	1	10.0	2.0	2	3.0	2	0
-94	1	1	10.0	2.0	2	3.0	2	0
-95	1	1	10.0	2.0	2	3.0	2	0
-96	1	1	10.0	2.0	2	3.0	2	0
-97	1	1	10.0	2.0	2	3.0	2	0
-98	1	1	10.0	2.0	2	3.0	2	0
-99	1	1	10.0	2.0	2	3.0	2	0
-100	1	1	10.0	2.0	2	3.0	2	0
-101	1	1	10.0	2.0	2	3.0	2	0
-102	1	1	10.0	2.0	2	3.0	2	0
-103	1	1	10.0	2.0	2	3.0	2	0
-104	1	1	10.0	2.0	2	3.0	2	0
-105	1	1	10.0	2.0	2	3.0	2	0
-106	1	1	10.0	2.0	2	3.0	2	0
-107	1	1	10.0	2.0	2	3.0	2	0
-108	1	1	10.0	2.0	2	3.0	2	0
-109	1	1	10.0	2.0	2	3.0	2	0
-110	1	1	10.0	2.0	2	3.0	2	0
-111	1	1	10.0	2.0	2	3.0	2	0
-112	1	1	10.0	2.0	2	3.0	2	0
-113	1	1	10.0	2.0	2	3.0	2	0
-114	1	1	10.0	2.0	2	3.0	2	0
-115	1	1	10.0	2.0	2	3.0	2	0
-116	1	1	10.0	2.0	2	3.0	2	0
-117	1	1	10.0	2.0	2	3.0	2	0
-118	1	1	10.0	2.0	2	3.0	2	0
-119	1	1	10.0	2.0	2	3.0	2	0
-120	1	1	10.0	2.0	2	3.0	2	0
-121	1	1	10.0	2.0	2	3.0	2	0
-122	1	1	10.0	2.0	2	3.0	2	0
-123	1	1	10.0	2.0	2	3.0	2	0
-124	1	1	10.0	2.0	2	3.0	2	0
-125	1	1	10.0	2.0	2	3.0	2	0
-126	1	1	10.0	2.0	2	3.0	2	0
-127	1	1	10.0	2.0	2	3.0	2	0
-128	1	1	10.0	2.0	2	3.0	2	0
-129	1	1	10.0	2.0	2	3.0	2	0
-130	1	1	10.0	2.0	2	3.0	2	0
-131	1	1	10.0	2.0	2	3.0	2	0
-132	1	1	10.0	2.0	2	3.0	2	0
-133	1	1	10.0	2.0	2	3.0	2	0
-134	1	1	10.0	2.0	2	3.0	2	0
-135	1	1	10.0	2.0	2	3.0	2	0
+SERNUM	BENUNIT	PERSON	PENTYPE	PENPAY	PTAMT	PTINC	POAMT	POINC	PENOTH
+1	1	1	1	10.0	2.0	2	3.0	2	0
+2	1	1	1	10.0	2.0	2	3.0	2	0
+3	1	1	1	10.0	2.0	2	3.0	2	0
+4	1	1	1	10.0	2.0	2	3.0	2	0
+5	1	1	5	10.0	2.0	2	3.0	2	0
+6	1	1	1	10.0	2.0	2	3.0	2	0
+7	1	1	1	10.0	2.0	2	3.0	2	0
+8	1	1	1	10.0	2.0	2	3.0	2	0
+9	1	1	1	10.0	2.0	2	3.0	2	0
+10	1	1	5	10.0	2.0	2	3.0	2	0
+11	1	1	1	10.0	2.0	2	3.0	2	0
+12	1	1	1	10.0	2.0	2	3.0	2	0
+13	1	1	1	10.0	2.0	2	3.0	2	0
+14	1	1	1	10.0	2.0	2	3.0	2	0
+15	1	1	5	10.0	2.0	2	3.0	2	0
+16	1	1	1	10.0	2.0	2	3.0	2	0
+17	1	1	1	10.0	2.0	2	3.0	2	0
+18	1	1	1	10.0	2.0	2	3.0	2	0
+19	1	1	1	10.0	2.0	2	3.0	2	0
+20	1	1	5	10.0	2.0	2	3.0	2	0
+21	1	1	1	10.0	2.0	2	3.0	2	0
+22	1	1	1	10.0	2.0	2	3.0	2	0
+23	1	1	1	10.0	2.0	2	3.0	2	0
+24	1	1	1	10.0	2.0	2	3.0	2	0
+25	1	1	5	10.0	2.0	2	3.0	2	0
+26	1	1	1	10.0	2.0	2	3.0	2	0
+27	1	1	1	10.0	2.0	2	3.0	2	0
+28	1	1	1	10.0	2.0	2	3.0	2	0
+29	1	1	1	10.0	2.0	2	3.0	2	0
+30	1	1	5	10.0	2.0	2	3.0	2	0
+31	1	1	1	10.0	2.0	2	3.0	2	0
+32	1	1	1	10.0	2.0	2	3.0	2	0
+33	1	1	1	10.0	2.0	2	3.0	2	0
+34	1	1	1	10.0	2.0	2	3.0	2	0
+35	1	1	5	10.0	2.0	2	3.0	2	0
+36	1	1	1	10.0	2.0	2	3.0	2	0
+37	1	1	1	10.0	2.0	2	3.0	2	0
+38	1	1	1	10.0	2.0	2	3.0	2	0
+39	1	1	1	10.0	2.0	2	3.0	2	0
+40	1	1	5	10.0	2.0	2	3.0	2	0
+41	1	1	1	10.0	2.0	2	3.0	2	0
+42	1	1	1	10.0	2.0	2	3.0	2	0
+43	1	1	1	10.0	2.0	2	3.0	2	0
+44	1	1	1	10.0	2.0	2	3.0	2	0
+45	1	1	5	10.0	2.0	2	3.0	2	0
+46	1	1	1	10.0	2.0	2	3.0	2	0
+47	1	1	1	10.0	2.0	2	3.0	2	0
+48	1	1	1	10.0	2.0	2	3.0	2	0
+49	1	1	1	10.0	2.0	2	3.0	2	0
+50	1	1	5	10.0	2.0	2	3.0	2	0
+51	1	1	1	10.0	2.0	2	3.0	2	0
+52	1	1	1	10.0	2.0	2	3.0	2	0
+53	1	1	1	10.0	2.0	2	3.0	2	0
+54	1	1	1	10.0	2.0	2	3.0	2	0
+55	1	1	5	10.0	2.0	2	3.0	2	0
+56	1	1	1	10.0	2.0	2	3.0	2	0
+57	1	1	1	10.0	2.0	2	3.0	2	0
+58	1	1	1	10.0	2.0	2	3.0	2	0
+59	1	1	1	10.0	2.0	2	3.0	2	0
+60	1	1	5	10.0	2.0	2	3.0	2	0
+61	1	1	1	10.0	2.0	2	3.0	2	0
+62	1	1	1	10.0	2.0	2	3.0	2	0
+63	1	1	1	10.0	2.0	2	3.0	2	0
+64	1	1	1	10.0	2.0	2	3.0	2	0
+65	1	1	5	10.0	2.0	2	3.0	2	0
+66	1	1	1	10.0	2.0	2	3.0	2	0
+67	1	1	1	10.0	2.0	2	3.0	2	0
+68	1	1	1	10.0	2.0	2	3.0	2	0
+69	1	1	1	10.0	2.0	2	3.0	2	0
+70	1	1	5	10.0	2.0	2	3.0	2	0
+71	1	1	1	10.0	2.0	2	3.0	2	0
+72	1	1	1	10.0	2.0	2	3.0	2	0
+73	1	1	1	10.0	2.0	2	3.0	2	0
+74	1	1	1	10.0	2.0	2	3.0	2	0
+75	1	1	5	10.0	2.0	2	3.0	2	0
+76	1	1	1	10.0	2.0	2	3.0	2	0
+77	1	1	1	10.0	2.0	2	3.0	2	0
+78	1	1	1	10.0	2.0	2	3.0	2	0
+79	1	1	1	10.0	2.0	2	3.0	2	0
+80	1	1	5	10.0	2.0	2	3.0	2	0
+81	1	1	1	10.0	2.0	2	3.0	2	0
+82	1	1	1	10.0	2.0	2	3.0	2	0
+83	1	1	1	10.0	2.0	2	3.0	2	0
+84	1	1	1	10.0	2.0	2	3.0	2	0
+85	1	1	5	10.0	2.0	2	3.0	2	0
+86	1	1	1	10.0	2.0	2	3.0	2	0
+87	1	1	1	10.0	2.0	2	3.0	2	0
+88	1	1	1	10.0	2.0	2	3.0	2	0
+89	1	1	1	10.0	2.0	2	3.0	2	0
+90	1	1	5	10.0	2.0	2	3.0	2	0
+91	1	1	1	10.0	2.0	2	3.0	2	0
+92	1	1	1	10.0	2.0	2	3.0	2	0
+93	1	1	1	10.0	2.0	2	3.0	2	0
+94	1	1	1	10.0	2.0	2	3.0	2	0
+95	1	1	5	10.0	2.0	2	3.0	2	0
+96	1	1	1	10.0	2.0	2	3.0	2	0
+97	1	1	1	10.0	2.0	2	3.0	2	0
+98	1	1	1	10.0	2.0	2	3.0	2	0
+99	1	1	1	10.0	2.0	2	3.0	2	0
+100	1	1	5	10.0	2.0	2	3.0	2	0
+101	1	1	1	10.0	2.0	2	3.0	2	0
+102	1	1	1	10.0	2.0	2	3.0	2	0
+103	1	1	1	10.0	2.0	2	3.0	2	0
+104	1	1	1	10.0	2.0	2	3.0	2	0
+105	1	1	5	10.0	2.0	2	3.0	2	0
+106	1	1	1	10.0	2.0	2	3.0	2	0
+107	1	1	1	10.0	2.0	2	3.0	2	0
+108	1	1	1	10.0	2.0	2	3.0	2	0
+109	1	1	1	10.0	2.0	2	3.0	2	0
+110	1	1	5	10.0	2.0	2	3.0	2	0
+111	1	1	1	10.0	2.0	2	3.0	2	0
+112	1	1	1	10.0	2.0	2	3.0	2	0
+113	1	1	1	10.0	2.0	2	3.0	2	0
+114	1	1	1	10.0	2.0	2	3.0	2	0
+115	1	1	5	10.0	2.0	2	3.0	2	0
+116	1	1	1	10.0	2.0	2	3.0	2	0
+117	1	1	1	10.0	2.0	2	3.0	2	0
+118	1	1	1	10.0	2.0	2	3.0	2	0
+119	1	1	1	10.0	2.0	2	3.0	2	0
+120	1	1	5	10.0	2.0	2	3.0	2	0
+121	1	1	1	10.0	2.0	2	3.0	2	0
+122	1	1	1	10.0	2.0	2	3.0	2	0
+123	1	1	1	10.0	2.0	2	3.0	2	0
+124	1	1	1	10.0	2.0	2	3.0	2	0
+125	1	1	5	10.0	2.0	2	3.0	2	0
+126	1	1	1	10.0	2.0	2	3.0	2	0
+127	1	1	1	10.0	2.0	2	3.0	2	0
+128	1	1	1	10.0	2.0	2	3.0	2	0
+129	1	1	1	10.0	2.0	2	3.0	2	0
+130	1	1	5	10.0	2.0	2	3.0	2	0
+131	1	1	1	10.0	2.0	2	3.0	2	0
+132	1	1	1	10.0	2.0	2	3.0	2	0
+133	1	1	1	10.0	2.0	2	3.0	2	0
+134	1	1	1	10.0	2.0	2	3.0	2	0
+135	1	1	5	10.0	2.0	2	3.0	2	0
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/person.csv b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/person.csv
index 6a81e370c6..eb3565845a 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/person.csv
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/person.csv
@@ -1,163 +1,163 @@
-person_id,person_benunit_id,person_household_id,age,gender,months_since_last_birthday,marital_status,hours_worked,care_hours,frs_care_hours_in_household,is_household_head,is_benunit_head,is_parent,is_blind,employment_income,self_employment_income,trading_loss,loss_relief,ni_class_4_losses_brought_forward,private_pension_income,individual_savings_account_interest_income,savings_interest_income,dividend_income,other_investment_income,stands_as_sole_owner_or_partner_of_company,is_engaged_in_owned_company_trade,owned_company_is_main_employment,owned_company_carries_on_trade,owned_company_carries_on_property_business,owned_company_income_share,frs_bonus_amount,property_income,reports_rent_from_other_property,maintenance_income,spousal_maintenance_income,miscellaneous_income,private_transfer_income,lump_sum_income,student_loan_repayments,statutory_sick_pay,statutory_maternity_pay,statutory_paternity_pay,student_loans,access_fund,education_grants,healthy_start_vouchers,free_school_breakfasts,free_school_fruit_veg,free_school_meals,child_benefit_reported,income_support_reported,housing_benefit_reported,attendance_allowance_reported,dla_sc_reported,dla_m_reported,iidb_reported,carers_allowance_reported,sda_reported,afcs_reported,ssmg_reported,pension_credit_reported,child_tax_credit_reported,working_tax_credit_reported,state_pension_reported,winter_fuel_allowance_reported,incapacity_benefit_reported,universal_credit_reported,pip_m_reported,pip_dl_reported,jsa_contrib_reported,jsa_income_reported,esa_contrib_reported,esa_income_reported,esa_includes_support_component,bsp_reported,widowed_parents_allowance_reported,war_widows_pension_reported,would_claim_carers_allowance,council_tax_benefit_reported,maintenance_expenses,childcare_expenses,personal_pension_contributions,employee_pension_contributions,pension_contributions_via_salary_sacrifice,salary_sacrifice_reported,salary_sacrifice_asked,is_uc_claimant,rent_paid_as_boarder,rent_paid_as_lodger,is_claimant_or_partner,is_hbai_dependent_child,uc_is_in_startup_period,uc_is_in_gainful_self_employment,__stratum__
-1001,101,1,80,FEMALE,5.9_9999999999921663e+00,SINGLE,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,5.2_5200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-2001,201,2,22,MALE,1.0_0509554140127424e+01,SINGLE,1.1_4400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.3_0400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-3001,301,3,23,FEMALE,1.9_5569620253164977e+00,MARRIED,1.1_9600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.3_5600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
-4001,401,4,24,MALE,1.0_0377358490566309e+01,SINGLE,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.4_0800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-5001,501,5,25,FEMALE,1.9_6875000000004219e+00,SINGLE,1.3_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,5.4_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.1_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-5002,501,5,13,FEMALE,9.5_4545454545455918e-01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-6001,601,6,26,MALE,1.0_0248447204969420e+01,MARRIED,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,5.5_1200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
-7001,701,7,27,FEMALE,1.0_0185185185185510e+01,SINGLE,1.4_0400000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,5.5_6400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-8001,801,8,28,MALE,1.9_8773006134973951e+00,SINGLE,1.4_5600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.6_1600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-9001,901,9,29,FEMALE,1.0_0060975609756149e+01,MARRIED,1.5_0800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.6_6800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
-10001,1001,10,30,MALE,1.9_9999999999997891e+00,SINGLE,1.5_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,5.7_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,8.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-10002,1001,10,10,MALE,5.0_2941176470588047e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-11001,1101,11,31,FEMALE,2.0_0602409638553958e+00,SINGLE,1.6_1200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,5.7_7200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-12001,1201,12,32,MALE,9.9_8802395209581917e+00,MARRIED,1.6_6400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.8_2400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-13001,1301,13,33,FEMALE,9.9_8214285714285587e+00,SINGLE,1.7_1600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.8_7600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-14001,1401,14,34,MALE,2.0_2366863905325678e+00,SINGLE,1.7_6800000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,5.9_2800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-15001,1501,15,35,FEMALE,9.9_7058823529413729e+00,MARRIED,1.8_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,5.9_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,7.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-15002,1501,15,15,FEMALE,1.1_0142857142857142e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-16001,1601,16,36,MALE,9.9_6491228070176049e+00,SINGLE,1.8_7200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,6.0_3200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-17001,1701,17,37,FEMALE,9.9_5930232558133888e+00,SINGLE,1.9_2400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.0_8400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-18001,1801,18,38,MALE,9.9_5375722543345631e+00,MARRIED,1.9_7600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.1_3600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,True,default
-19001,1901,19,39,FEMALE,2.0_5172413793092900e+00,SINGLE,2.0_2800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.1_8800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-20001,2001,20,40,MALE,9.9_4285714285704536e+00,SINGLE,2.0_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,6.2_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,1.1_0000000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-20002,2001,20,12,MALE,1.4_9999999999999800e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-21001,2101,21,41,FEMALE,2.0_6249999999993028e+00,MARRIED,2.1_3200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,6.2_9200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-22001,2201,22,42,MALE,2.0_6779661016939098e+00,SINGLE,2.1_8400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.3_4400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-23001,2301,23,43,FEMALE,9.9_2696629213474324e+00,SINGLE,2.2_3600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.3_9600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-24001,2401,24,44,MALE,9.9_2178770949715272e+00,MARRIED,2.2_8800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.4_4800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-25001,2501,25,45,FEMALE,9.9_1666666666655239e+00,SINGLE,1.0_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,6.5_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.0_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-25002,2501,25,9,FEMALE,6.4_8484848484848264e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-26001,2601,26,46,MALE,5.9_9999999999964206e+00,SINGLE,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,6.5_5200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-27001,2701,27,47,FEMALE,5.9_9999999999982769e+00,MARRIED,1.1_4400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.6_0400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
-28001,2801,28,48,MALE,5.9_9999999999974420e+00,SINGLE,1.1_9600000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,6.6_5600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-29001,2901,29,49,FEMALE,5.9_9999999999966072e+00,SINGLE,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.7_0800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-30001,3001,30,50,MALE,5.9_9999999999984190e+00,MARRIED,1.3_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,6.7_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,7.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-30002,3001,30,14,MALE,1.0_4705882352941195e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-31001,3101,31,51,FEMALE,5.9_9999999999976019e+00,SINGLE,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,6.8_1200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-32001,3201,32,52,MALE,5.9_9999999999967848e+00,SINGLE,1.4_0400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.8_6400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-33001,3301,33,53,FEMALE,5.9_9999999999985523e+00,MARRIED,1.4_5600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.9_1600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
-34001,3401,34,54,MALE,5.9_9999999999977529e+00,SINGLE,1.5_0800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.9_6800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-35001,3501,35,55,FEMALE,5.9_9999999999969624e+00,SINGLE,1.5_6000000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,True,True,7.0_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,6.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-35002,3501,35,11,FEMALE,6.4_5714285714285818e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-36001,3601,36,56,MALE,5.9_9999999999986855e+00,MARRIED,1.6_1200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,7.0_7200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
-37001,3701,37,57,FEMALE,5.9_9999999999979039e+00,SINGLE,1.6_6400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.1_2400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-38001,3801,38,58,MALE,5.9_9999999999971401e+00,SINGLE,1.7_1600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.1_7600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-39001,3901,39,59,FEMALE,5.9_9999999999963762e+00,MARRIED,1.7_6800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.2_2800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-40001,4001,40,60,MALE,5.9_9999999999980638e+00,SINGLE,1.8_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,7.2_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,1.0_0000000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-40002,4001,40,8,MALE,5.5_5555555555555536e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-41001,4101,41,61,FEMALE,5.9_9999999999972999e+00,SINGLE,1.8_7200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,7.3_3200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-42001,4201,42,62,MALE,5.9_9999999999965539e+00,MARRIED,1.9_2400000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,7.3_8400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-43001,4301,43,63,FEMALE,5.9_9999999999981970e+00,SINGLE,1.9_7600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.4_3600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-44001,4401,44,64,MALE,5.9_9999999999974509e+00,SINGLE,2.0_2800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.4_8800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-45001,4501,45,65,FEMALE,5.9_9999999999967137e+00,MARRIED,2.0_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,7.5_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,9.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-45002,4501,45,13,FEMALE,3.2_2727272727272707e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-46001,4601,46,66,MALE,5.9_9999999999983213e+00,SINGLE,2.1_3200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,7.5_9200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-47001,4701,47,67,FEMALE,5.9_9999999999975842e+00,SINGLE,2.1_8400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.6_4400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-48001,4801,48,68,MALE,5.9_9999999999968736e+00,MARRIED,2.2_3600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.6_9600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-49001,4901,49,69,FEMALE,5.9_9999999999984368e+00,SINGLE,2.2_8800000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,7.7_4800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-50001,5001,50,70,MALE,5.9_9999999999954525e+00,SINGLE,1.0_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,7.8_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,6.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-50002,5001,50,10,MALE,1.0_6764705882352917e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-51001,5101,51,71,FEMALE,5.9_9999999999947597e+00,MARRIED,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,7.8_5200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
-52001,5201,52,72,MALE,5.9_9999999999940758e+00,SINGLE,1.1_4400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.9_0400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-53001,5301,53,73,FEMALE,5.9_9999999999934008e+00,SINGLE,1.1_9600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.9_5600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-54001,5401,54,74,MALE,5.9_9999999999971578e+00,MARRIED,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.0_0800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
-55001,5501,55,20,FEMALE,5.9_9999999999997691e+00,SINGLE,1.3_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,8.0_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.2_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-55002,5501,55,15,FEMALE,1.3_2857142857142363e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-56001,5601,56,21,MALE,6.0_0000000000001776e+00,SINGLE,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,8.1_1200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-57001,5701,57,22,FEMALE,6.0_0000000000000355e+00,MARRIED,1.4_0400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.1_6400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-58001,5801,58,23,MALE,5.9_9999999999998668e+00,SINGLE,1.4_5600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.2_1600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-59001,5901,59,24,FEMALE,6.0_0000000000002487e+00,SINGLE,1.5_0800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.2_6800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-60001,6001,60,25,MALE,6.0_0000000000006217e+00,MARRIED,1.5_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,8.3_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,9.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-60002,6001,60,12,MALE,1.0_0000000000000000e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-61001,6101,61,26,FEMALE,6.0_0000000000010125e+00,SINGLE,1.6_1200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,8.3_7200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-62001,6201,62,27,MALE,6.0_0000000000013856e+00,SINGLE,1.6_6400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.4_2400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-63001,6301,63,28,FEMALE,6.0_0000000000007194e+00,MARRIED,1.7_1600000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,8.4_7600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
-64001,6401,64,29,MALE,6.0_0000000000000533e+00,SINGLE,1.7_6800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.5_2800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-65001,6501,65,30,FEMALE,6.0_0000000000004263e+00,SINGLE,1.8_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,8.5_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,8.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-65002,6501,65,9,FEMALE,1.0_0000000000000000e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-66001,6601,66,31,MALE,5.9_9999999999997602e+00,MARRIED,1.8_7200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,8.6_3200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-67001,6701,67,32,FEMALE,6.0_0000000000001332e+00,SINGLE,1.9_2400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.6_8400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-68001,6801,68,33,MALE,6.0_0000000000004796e+00,SINGLE,1.9_7600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.7_3600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-69001,6901,69,34,FEMALE,5.9_9999999999998401e+00,MARRIED,2.0_2800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.7_8800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
-70001,7001,70,35,MALE,6.0_0000000000001954e+00,SINGLE,2.0_8000000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,True,True,8.8_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,5.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-70002,7001,70,14,MALE,6.9_4117647058824527e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-71001,7101,71,36,FEMALE,5.9_9999999999995648e+00,SINGLE,2.1_3200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,8.8_9200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-72001,7201,72,37,MALE,5.9_9999999999979394e+00,MARRIED,2.1_8400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.9_4400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
-73001,7301,73,38,FEMALE,5.9_9999999999973177e+00,SINGLE,2.2_3600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.9_9600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-74001,7401,74,39,MALE,5.9_9999999999986677e+00,SINGLE,2.2_8800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.0_4800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-75001,7501,75,40,FEMALE,5.9_9999999999980460e+00,MARRIED,1.0_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,9.1_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.1_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
-75002,7501,75,11,FEMALE,1.0_0000000000000000e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-76001,7601,76,41,MALE,5.9_9999999999974420e+00,SINGLE,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,9.1_5200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-77001,7701,77,42,FEMALE,5.9_9999999999987654e+00,SINGLE,1.1_4400000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,9.2_0400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-78001,7801,78,43,MALE,5.9_9999999999981615e+00,MARRIED,1.1_9600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.2_5600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-79001,7901,79,44,FEMALE,5.9_9999999999975664e+00,SINGLE,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.3_0800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-80001,8001,80,45,MALE,5.9_9999999999988631e+00,SINGLE,1.3_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,9.3_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,8.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-80002,8001,80,8,MALE,2.0_0000000000000000e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-81001,8101,81,46,FEMALE,5.9_9999999999982592e+00,MARRIED,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,9.4_1200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
-82001,8201,82,47,MALE,5.9_9999999999976730e+00,SINGLE,1.4_0400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.4_6400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-83001,8301,83,48,FEMALE,5.9_9999999999989519e+00,SINGLE,1.4_5600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.5_1600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-84001,8401,84,49,MALE,5.9_9999999999983658e+00,MARRIED,1.5_0800000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,9.5_6800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-85001,8501,85,50,FEMALE,5.9_9999999999977796e+00,SINGLE,1.5_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,9.6_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,7.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-85002,8501,85,13,FEMALE,6.2_2727272727273107e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-86001,8601,86,51,MALE,5.9_9999999999990408e+00,SINGLE,1.6_1200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,9.6_7200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-87001,8701,87,52,FEMALE,5.9_9999999999984635e+00,MARRIED,1.6_6400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.7_2400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
-88001,8801,88,53,MALE,5.9_9999999999979039e+00,SINGLE,1.7_1600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.7_7600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-89001,8901,89,54,FEMALE,5.9_9999999999973355e+00,SINGLE,1.7_6800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.8_2800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-90001,9001,90,55,MALE,5.9_9999999999985700e+00,MARRIED,1.8_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,9.8_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,1.1_0000000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,True,default
-90002,9001,90,10,MALE,7.6_7647058823529171e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-91001,9101,91,56,FEMALE,5.9_9999999999980105e+00,SINGLE,1.8_7200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,9.9_3200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-92001,9201,92,57,MALE,5.9_9999999999974509e+00,SINGLE,1.9_2400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.9_8400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-93001,9301,93,58,FEMALE,5.9_9999999999986589e+00,MARRIED,1.9_7600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_0360000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-94001,9401,94,59,MALE,5.9_9999999999980993e+00,SINGLE,2.0_2800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_0880000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-95001,9501,95,60,FEMALE,5.9_9999999999975575e+00,SINGLE,2.0_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.0_1400000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.0_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-95002,9501,95,15,FEMALE,8.3_5714285714286120e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-96001,9601,96,61,MALE,5.9_9999999999987477e+00,MARRIED,2.1_3200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.0_1920000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-97001,9701,97,62,FEMALE,5.9_9999999999982059e+00,SINGLE,2.1_8400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_2440000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-98001,9801,98,63,MALE,5.9_9999999999976552e+00,SINGLE,2.2_3600000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,1.0_2960000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-99001,9901,99,64,FEMALE,5.9_9999999999988365e+00,MARRIED,2.2_8800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_3480000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
-100001,10001,100,65,MALE,5.9_9999999999982947e+00,SINGLE,1.0_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.0_4000000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,7.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-100002,10001,100,12,MALE,5.4_9999999999999734e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-101001,10101,101,66,FEMALE,5.9_9999999999977796e+00,SINGLE,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.0_4520000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-102001,10201,102,67,MALE,5.9_9999999999989164e+00,MARRIED,1.1_4400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_5040000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-103001,10301,103,68,FEMALE,5.9_9999999999984013e+00,SINGLE,1.1_9600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_5560000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-104001,10401,104,69,MALE,5.9_9999999999978506e+00,SINGLE,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_6080000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-105001,10501,105,70,FEMALE,5.9_9999999999990141e+00,MARRIED,1.3_0000000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,True,True,1.0_6600000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,6.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-105002,10501,105,9,FEMALE,2.4_8484848484848486e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-106001,10601,106,71,MALE,5.9_9999999999968203e+00,SINGLE,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.0_7120000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-107001,10701,107,72,FEMALE,5.9_9999999999962874e+00,SINGLE,1.4_0400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_7640000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-108001,10801,108,73,MALE,5.9_9999999999957989e+00,MARRIED,1.4_5600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_8160000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
-109001,10901,109,74,FEMALE,5.9_9999999999953104e+00,SINGLE,1.5_0800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_8680000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-110001,11001,110,20,MALE,6.0_0000000000000799e+00,SINGLE,1.5_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.0_9200000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,1.0_0000000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-110002,11001,110,14,MALE,2.4_7058823529412130e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-111001,11101,111,21,FEMALE,5.9_9999999999999467e+00,MARRIED,1.6_1200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.0_9720000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-112001,11201,112,22,MALE,4.0_5095541401272818e+00,SINGLE,1.6_6400000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,1.1_0240000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-113001,11301,113,23,FEMALE,7.9_5569620253166043e+00,SINGLE,1.7_1600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_0760000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-114001,11401,114,24,MALE,4.0_3773584905660687e+00,MARRIED,1.7_6800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_1280000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-115001,11501,115,25,FEMALE,7.9_6875000000006217e+00,SINGLE,1.8_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.1_1800000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,9.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-115002,11501,115,11,FEMALE,2.4_5714285714285419e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-116001,11601,116,26,MALE,4.0_2484472049693398e+00,SINGLE,1.8_7200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.1_2320000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-117001,11701,117,27,FEMALE,4.0_1851851851857766e+00,MARRIED,1.9_2400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_2840000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
-118001,11801,118,28,MALE,7.9_8773006134971375e+00,SINGLE,1.9_7600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_3360000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-119001,11901,119,29,FEMALE,4.0_0609756097560155e+00,SINGLE,2.0_2800000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,1.1_3880000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-120001,12001,120,30,MALE,7.9_9999999999998934e+00,MARRIED,2.0_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.1_4400000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,6.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-120002,12001,120,8,MALE,9.5_5555555555555713e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-121001,12101,121,31,FEMALE,8.0_0602409638551649e+00,SINGLE,2.1_3200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.1_4920000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-122001,12201,122,32,MALE,3.9_8802395209580407e+00,SINGLE,2.1_8400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_5440000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-123001,12301,123,33,FEMALE,3.9_8214285714287186e+00,MARRIED,2.2_3600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_5960000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
-124001,12401,124,34,MALE,8.0_2366863905323768e+00,SINGLE,2.2_8800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_6480000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-125001,12501,125,35,FEMALE,3.9_7058823529411775e+00,SINGLE,1.0_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.1_7000000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.2_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-125002,12501,125,13,FEMALE,9.9_5454545454545148e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-126001,12601,126,36,MALE,3.9_6491228070177248e+00,MARRIED,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,1.1_7520000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
-127001,12701,127,37,FEMALE,3.9_5930232558138151e+00,SINGLE,1.1_4400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_8040000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-128001,12801,128,38,MALE,3.9_5375722543343144e+00,SINGLE,1.1_9600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_8560000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-129001,12901,129,39,FEMALE,8.0_5172413793090058e+00,MARRIED,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_9080000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-130001,13001,130,40,MALE,3.9_4285714285708488e+00,SINGLE,1.3_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.1_9600000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,9.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
-130002,13001,130,10,MALE,2.0_2941176470588092e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
-131001,13101,131,41,FEMALE,8.0_6249999999993783e+00,SINGLE,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.2_0120000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
-132001,13201,132,42,MALE,8.0_6779661016936700e+00,MARRIED,1.4_0400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.2_0640000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-133001,13301,133,43,FEMALE,3.9_2696629213477744e+00,SINGLE,1.4_5600000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,1.2_1160000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-134001,13401,134,44,MALE,3.9_2178770949712296e+00,SINGLE,1.5_0800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.2_1680000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
-135001,13501,135,45,FEMALE,3.9_1666666666655283e+00,MARRIED,1.5_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.2_2200000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,8.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
-135002,13501,135,15,FEMALE,4.6_7142857142856904e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+person_id,person_benunit_id,person_household_id,age,gender,months_since_last_birthday,marital_status,hours_worked,care_hours,frs_care_hours_in_household,is_household_head,is_benunit_head,is_parent,is_blind,employment_income,self_employment_income,trading_loss,loss_relief,ni_class_4_losses_brought_forward,private_pension_income,annuity_and_trust_income,individual_savings_account_interest_income,savings_interest_income,dividend_income,other_investment_income,stands_as_sole_owner_or_partner_of_company,is_engaged_in_owned_company_trade,owned_company_is_main_employment,owned_company_carries_on_trade,owned_company_carries_on_property_business,owned_company_income_share,frs_bonus_amount,property_income,reports_rent_from_other_property,maintenance_income,spousal_maintenance_income,miscellaneous_income,private_transfer_income,lump_sum_income,student_loan_repayments,statutory_sick_pay,statutory_maternity_pay,statutory_paternity_pay,student_loans,access_fund,education_grants,healthy_start_vouchers,free_school_breakfasts,free_school_fruit_veg,free_school_meals,child_benefit_reported,income_support_reported,housing_benefit_reported,attendance_allowance_reported,dla_sc_reported,dla_m_reported,iidb_reported,carers_allowance_reported,sda_reported,afcs_reported,ssmg_reported,pension_credit_reported,child_tax_credit_reported,working_tax_credit_reported,state_pension_reported,winter_fuel_allowance_reported,incapacity_benefit_reported,universal_credit_reported,pip_m_reported,pip_dl_reported,jsa_contrib_reported,jsa_income_reported,esa_contrib_reported,esa_income_reported,esa_includes_support_component,bsp_reported,widowed_parents_allowance_reported,war_widows_pension_reported,would_claim_carers_allowance,council_tax_benefit_reported,maintenance_expenses,childcare_expenses,personal_pension_contributions,employee_pension_contributions,pension_contributions_via_salary_sacrifice,salary_sacrifice_reported,salary_sacrifice_asked,is_uc_claimant,rent_paid_as_boarder,rent_paid_as_lodger,is_claimant_or_partner,is_hbai_dependent_child,uc_is_in_startup_period,uc_is_in_gainful_self_employment,__stratum__
+1001,101,1,80,FEMALE,5.9_9999999999921663e+00,SINGLE,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,5.2_5200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+2001,201,2,22,MALE,1.0_0509554140127424e+01,SINGLE,1.1_4400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.3_0400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+3001,301,3,23,FEMALE,1.9_5569620253164977e+00,MARRIED,1.1_9600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.3_5600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
+4001,401,4,24,MALE,1.0_0377358490566309e+01,SINGLE,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.4_0800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+5001,501,5,25,FEMALE,1.9_6875000000004219e+00,SINGLE,1.3_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,5.4_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.1_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+5002,501,5,13,FEMALE,9.5_4545454545455918e-01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+6001,601,6,26,MALE,1.0_0248447204969420e+01,MARRIED,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,5.5_1200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
+7001,701,7,27,FEMALE,1.0_0185185185185510e+01,SINGLE,1.4_0400000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,5.5_6400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+8001,801,8,28,MALE,1.9_8773006134973951e+00,SINGLE,1.4_5600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.6_1600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+9001,901,9,29,FEMALE,1.0_0060975609756149e+01,MARRIED,1.5_0800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.6_6800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
+10001,1001,10,30,MALE,1.9_9999999999997891e+00,SINGLE,1.5_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,5.7_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,8.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+10002,1001,10,10,MALE,5.0_2941176470588047e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+11001,1101,11,31,FEMALE,2.0_0602409638553958e+00,SINGLE,1.6_1200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,5.7_7200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+12001,1201,12,32,MALE,9.9_8802395209581917e+00,MARRIED,1.6_6400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.8_2400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+13001,1301,13,33,FEMALE,9.9_8214285714285587e+00,SINGLE,1.7_1600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,5.8_7600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+14001,1401,14,34,MALE,2.0_2366863905325678e+00,SINGLE,1.7_6800000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,5.9_2800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+15001,1501,15,35,FEMALE,9.9_7058823529413729e+00,MARRIED,1.8_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,5.9_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,7.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+15002,1501,15,15,FEMALE,1.1_0142857142857142e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+16001,1601,16,36,MALE,9.9_6491228070176049e+00,SINGLE,1.8_7200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,6.0_3200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+17001,1701,17,37,FEMALE,9.9_5930232558133888e+00,SINGLE,1.9_2400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.0_8400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+18001,1801,18,38,MALE,9.9_5375722543345631e+00,MARRIED,1.9_7600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.1_3600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,True,default
+19001,1901,19,39,FEMALE,2.0_5172413793092900e+00,SINGLE,2.0_2800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.1_8800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+20001,2001,20,40,MALE,9.9_4285714285704536e+00,SINGLE,2.0_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,6.2_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,1.1_0000000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+20002,2001,20,12,MALE,1.4_9999999999999800e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+21001,2101,21,41,FEMALE,2.0_6249999999993028e+00,MARRIED,2.1_3200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,6.2_9200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+22001,2201,22,42,MALE,2.0_6779661016939098e+00,SINGLE,2.1_8400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.3_4400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+23001,2301,23,43,FEMALE,9.9_2696629213474324e+00,SINGLE,2.2_3600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.3_9600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+24001,2401,24,44,MALE,9.9_2178770949715272e+00,MARRIED,2.2_8800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.4_4800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+25001,2501,25,45,FEMALE,9.9_1666666666655239e+00,SINGLE,1.0_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,6.5_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.0_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+25002,2501,25,9,FEMALE,6.4_8484848484848264e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+26001,2601,26,46,MALE,5.9_9999999999964206e+00,SINGLE,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,6.5_5200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+27001,2701,27,47,FEMALE,5.9_9999999999982769e+00,MARRIED,1.1_4400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.6_0400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
+28001,2801,28,48,MALE,5.9_9999999999974420e+00,SINGLE,1.1_9600000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,6.6_5600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+29001,2901,29,49,FEMALE,5.9_9999999999966072e+00,SINGLE,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.7_0800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+30001,3001,30,50,MALE,5.9_9999999999984190e+00,MARRIED,1.3_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,6.7_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,7.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+30002,3001,30,14,MALE,1.0_4705882352941195e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+31001,3101,31,51,FEMALE,5.9_9999999999976019e+00,SINGLE,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,6.8_1200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+32001,3201,32,52,MALE,5.9_9999999999967848e+00,SINGLE,1.4_0400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.8_6400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+33001,3301,33,53,FEMALE,5.9_9999999999985523e+00,MARRIED,1.4_5600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.9_1600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
+34001,3401,34,54,MALE,5.9_9999999999977529e+00,SINGLE,1.5_0800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,6.9_6800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+35001,3501,35,55,FEMALE,5.9_9999999999969624e+00,SINGLE,1.5_6000000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,True,True,7.0_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,6.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+35002,3501,35,11,FEMALE,6.4_5714285714285818e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+36001,3601,36,56,MALE,5.9_9999999999986855e+00,MARRIED,1.6_1200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,7.0_7200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
+37001,3701,37,57,FEMALE,5.9_9999999999979039e+00,SINGLE,1.6_6400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.1_2400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+38001,3801,38,58,MALE,5.9_9999999999971401e+00,SINGLE,1.7_1600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.1_7600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+39001,3901,39,59,FEMALE,5.9_9999999999963762e+00,MARRIED,1.7_6800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.2_2800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+40001,4001,40,60,MALE,5.9_9999999999980638e+00,SINGLE,1.8_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,7.2_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,1.0_0000000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+40002,4001,40,8,MALE,5.5_5555555555555536e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+41001,4101,41,61,FEMALE,5.9_9999999999972999e+00,SINGLE,1.8_7200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,7.3_3200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+42001,4201,42,62,MALE,5.9_9999999999965539e+00,MARRIED,1.9_2400000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,7.3_8400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+43001,4301,43,63,FEMALE,5.9_9999999999981970e+00,SINGLE,1.9_7600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.4_3600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+44001,4401,44,64,MALE,5.9_9999999999974509e+00,SINGLE,2.0_2800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.4_8800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+45001,4501,45,65,FEMALE,5.9_9999999999967137e+00,MARRIED,2.0_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,7.5_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,9.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+45002,4501,45,13,FEMALE,3.2_2727272727272707e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+46001,4601,46,66,MALE,5.9_9999999999983213e+00,SINGLE,2.1_3200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,7.5_9200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+47001,4701,47,67,FEMALE,5.9_9999999999975842e+00,SINGLE,2.1_8400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.6_4400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+48001,4801,48,68,MALE,5.9_9999999999968736e+00,MARRIED,2.2_3600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.6_9600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+49001,4901,49,69,FEMALE,5.9_9999999999984368e+00,SINGLE,2.2_8800000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,7.7_4800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+50001,5001,50,70,MALE,5.9_9999999999954525e+00,SINGLE,1.0_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,7.8_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,6.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+50002,5001,50,10,MALE,1.0_6764705882352917e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+51001,5101,51,71,FEMALE,5.9_9999999999947597e+00,MARRIED,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,7.8_5200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
+52001,5201,52,72,MALE,5.9_9999999999940758e+00,SINGLE,1.1_4400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.9_0400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+53001,5301,53,73,FEMALE,5.9_9999999999934008e+00,SINGLE,1.1_9600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,7.9_5600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+54001,5401,54,74,MALE,5.9_9999999999971578e+00,MARRIED,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.0_0800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
+55001,5501,55,20,FEMALE,5.9_9999999999997691e+00,SINGLE,1.3_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,8.0_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.2_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+55002,5501,55,15,FEMALE,1.3_2857142857142363e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+56001,5601,56,21,MALE,6.0_0000000000001776e+00,SINGLE,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,8.1_1200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+57001,5701,57,22,FEMALE,6.0_0000000000000355e+00,MARRIED,1.4_0400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.1_6400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+58001,5801,58,23,MALE,5.9_9999999999998668e+00,SINGLE,1.4_5600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.2_1600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+59001,5901,59,24,FEMALE,6.0_0000000000002487e+00,SINGLE,1.5_0800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.2_6800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+60001,6001,60,25,MALE,6.0_0000000000006217e+00,MARRIED,1.5_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,8.3_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,9.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+60002,6001,60,12,MALE,1.0_0000000000000000e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+61001,6101,61,26,FEMALE,6.0_0000000000010125e+00,SINGLE,1.6_1200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,8.3_7200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+62001,6201,62,27,MALE,6.0_0000000000013856e+00,SINGLE,1.6_6400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.4_2400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+63001,6301,63,28,FEMALE,6.0_0000000000007194e+00,MARRIED,1.7_1600000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,8.4_7600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
+64001,6401,64,29,MALE,6.0_0000000000000533e+00,SINGLE,1.7_6800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.5_2800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+65001,6501,65,30,FEMALE,6.0_0000000000004263e+00,SINGLE,1.8_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,8.5_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,8.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+65002,6501,65,9,FEMALE,1.0_0000000000000000e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+66001,6601,66,31,MALE,5.9_9999999999997602e+00,MARRIED,1.8_7200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,8.6_3200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+67001,6701,67,32,FEMALE,6.0_0000000000001332e+00,SINGLE,1.9_2400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.6_8400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+68001,6801,68,33,MALE,6.0_0000000000004796e+00,SINGLE,1.9_7600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.7_3600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+69001,6901,69,34,FEMALE,5.9_9999999999998401e+00,MARRIED,2.0_2800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.7_8800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
+70001,7001,70,35,MALE,6.0_0000000000001954e+00,SINGLE,2.0_8000000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,True,True,8.8_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,5.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+70002,7001,70,14,MALE,6.9_4117647058824527e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+71001,7101,71,36,FEMALE,5.9_9999999999995648e+00,SINGLE,2.1_3200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,8.8_9200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+72001,7201,72,37,MALE,5.9_9999999999979394e+00,MARRIED,2.1_8400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.9_4400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
+73001,7301,73,38,FEMALE,5.9_9999999999973177e+00,SINGLE,2.2_3600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,8.9_9600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+74001,7401,74,39,MALE,5.9_9999999999986677e+00,SINGLE,2.2_8800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.0_4800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+75001,7501,75,40,FEMALE,5.9_9999999999980460e+00,MARRIED,1.0_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,9.1_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.1_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
+75002,7501,75,11,FEMALE,1.0_0000000000000000e+01,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+76001,7601,76,41,MALE,5.9_9999999999974420e+00,SINGLE,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,9.1_5200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+77001,7701,77,42,FEMALE,5.9_9999999999987654e+00,SINGLE,1.1_4400000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,9.2_0400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+78001,7801,78,43,MALE,5.9_9999999999981615e+00,MARRIED,1.1_9600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.2_5600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+79001,7901,79,44,FEMALE,5.9_9999999999975664e+00,SINGLE,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.3_0800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+80001,8001,80,45,MALE,5.9_9999999999988631e+00,SINGLE,1.3_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,9.3_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,8.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+80002,8001,80,8,MALE,2.0_0000000000000000e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+81001,8101,81,46,FEMALE,5.9_9999999999982592e+00,MARRIED,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,9.4_1200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
+82001,8201,82,47,MALE,5.9_9999999999976730e+00,SINGLE,1.4_0400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.4_6400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+83001,8301,83,48,FEMALE,5.9_9999999999989519e+00,SINGLE,1.4_5600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.5_1600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+84001,8401,84,49,MALE,5.9_9999999999983658e+00,MARRIED,1.5_0800000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,9.5_6800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+85001,8501,85,50,FEMALE,5.9_9999999999977796e+00,SINGLE,1.5_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,9.6_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,7.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+85002,8501,85,13,FEMALE,6.2_2727272727273107e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+86001,8601,86,51,MALE,5.9_9999999999990408e+00,SINGLE,1.6_1200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,9.6_7200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+87001,8701,87,52,FEMALE,5.9_9999999999984635e+00,MARRIED,1.6_6400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.7_2400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
+88001,8801,88,53,MALE,5.9_9999999999979039e+00,SINGLE,1.7_1600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.7_7600000000000000e+03,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+89001,8901,89,54,FEMALE,5.9_9999999999973355e+00,SINGLE,1.7_6800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.8_2800000000000000e+03,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+90001,9001,90,55,MALE,5.9_9999999999985700e+00,MARRIED,1.8_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,9.8_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,1.1_0000000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,True,default
+90002,9001,90,10,MALE,7.6_7647058823529171e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+91001,9101,91,56,FEMALE,5.9_9999999999980105e+00,SINGLE,1.8_7200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,9.9_3200000000000000e+03,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+92001,9201,92,57,MALE,5.9_9999999999974509e+00,SINGLE,1.9_2400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,9.9_8400000000000000e+03,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+93001,9301,93,58,FEMALE,5.9_9999999999986589e+00,MARRIED,1.9_7600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_0360000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+94001,9401,94,59,MALE,5.9_9999999999980993e+00,SINGLE,2.0_2800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_0880000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+95001,9501,95,60,FEMALE,5.9_9999999999975575e+00,SINGLE,2.0_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.0_1400000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.0_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+95002,9501,95,15,FEMALE,8.3_5714285714286120e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+96001,9601,96,61,MALE,5.9_9999999999987477e+00,MARRIED,2.1_3200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.0_1920000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+97001,9701,97,62,FEMALE,5.9_9999999999982059e+00,SINGLE,2.1_8400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_2440000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+98001,9801,98,63,MALE,5.9_9999999999976552e+00,SINGLE,2.2_3600000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,1.0_2960000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+99001,9901,99,64,FEMALE,5.9_9999999999988365e+00,MARRIED,2.2_8800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_3480000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
+100001,10001,100,65,MALE,5.9_9999999999982947e+00,SINGLE,1.0_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.0_4000000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,7.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+100002,10001,100,12,MALE,5.4_9999999999999734e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+101001,10101,101,66,FEMALE,5.9_9999999999977796e+00,SINGLE,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.0_4520000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+102001,10201,102,67,MALE,5.9_9999999999989164e+00,MARRIED,1.1_4400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_5040000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+103001,10301,103,68,FEMALE,5.9_9999999999984013e+00,SINGLE,1.1_9600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_5560000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+104001,10401,104,69,MALE,5.9_9999999999978506e+00,SINGLE,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_6080000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+105001,10501,105,70,FEMALE,5.9_9999999999990141e+00,MARRIED,1.3_0000000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,True,True,1.0_6600000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,6.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+105002,10501,105,9,FEMALE,2.4_8484848484848486e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+106001,10601,106,71,MALE,5.9_9999999999968203e+00,SINGLE,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.0_7120000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+107001,10701,107,72,FEMALE,5.9_9999999999962874e+00,SINGLE,1.4_0400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_7640000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+108001,10801,108,73,MALE,5.9_9999999999957989e+00,MARRIED,1.4_5600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_8160000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
+109001,10901,109,74,FEMALE,5.9_9999999999953104e+00,SINGLE,1.5_0800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.0_8680000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+110001,11001,110,20,MALE,6.0_0000000000000799e+00,SINGLE,1.5_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.0_9200000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,1.0_0000000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+110002,11001,110,14,MALE,2.4_7058823529412130e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+111001,11101,111,21,FEMALE,5.9_9999999999999467e+00,MARRIED,1.6_1200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.0_9720000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+112001,11201,112,22,MALE,4.0_5095541401272818e+00,SINGLE,1.6_6400000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,1.1_0240000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+113001,11301,113,23,FEMALE,7.9_5569620253166043e+00,SINGLE,1.7_1600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_0760000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+114001,11401,114,24,MALE,4.0_3773584905660687e+00,MARRIED,1.7_6800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_1280000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+115001,11501,115,25,FEMALE,7.9_6875000000006217e+00,SINGLE,1.8_2000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.1_1800000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,9.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+115002,11501,115,11,FEMALE,2.4_5714285714285419e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+116001,11601,116,26,MALE,4.0_2484472049693398e+00,SINGLE,1.8_7200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.1_2320000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+117001,11701,117,27,FEMALE,4.0_1851851851857766e+00,MARRIED,1.9_2400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_2840000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,False,default
+118001,11801,118,28,MALE,7.9_8773006134971375e+00,SINGLE,1.9_7600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_3360000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+119001,11901,119,29,FEMALE,4.0_0609756097560155e+00,SINGLE,2.0_2800000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,1.1_3880000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+120001,12001,120,30,MALE,7.9_9999999999998934e+00,MARRIED,2.0_8000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.1_4400000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,6.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+120002,12001,120,8,MALE,9.5_5555555555555713e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+121001,12101,121,31,FEMALE,8.0_0602409638551649e+00,SINGLE,2.1_3200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.1_4920000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.2_5880000000000018e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,True,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+122001,12201,122,32,MALE,3.9_8802395209580407e+00,SINGLE,2.1_8400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_5440000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+123001,12301,123,33,FEMALE,3.9_8214285714287186e+00,MARRIED,2.2_3600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_5960000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,True,True,default
+124001,12401,124,34,MALE,8.0_2366863905323768e+00,SINGLE,2.2_8800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_6480000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+125001,12501,125,35,FEMALE,3.9_7058823529411775e+00,SINGLE,1.0_4000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.1_7000000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,1.2_5600000000000000e+03,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+125002,12501,125,13,FEMALE,9.9_5454545454545148e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+126001,12601,126,36,MALE,3.9_6491228070177248e+00,MARRIED,1.0_9200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,1.1_7520000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,True,False,default
+127001,12701,127,37,FEMALE,3.9_5930232558138151e+00,SINGLE,1.1_4400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_8040000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+128001,12801,128,38,MALE,3.9_5375722543343144e+00,SINGLE,1.1_9600000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_8560000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+129001,12901,129,39,FEMALE,8.0_5172413793090058e+00,MARRIED,1.2_4800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.1_9080000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+130001,13001,130,40,MALE,3.9_4285714285708488e+00,SINGLE,1.3_0000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.1_9600000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,True,False,1.0_0000000000000000e+03,9.0_0000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,True,default
+130002,13001,130,10,MALE,2.0_2941176470588092e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
+131001,13101,131,41,FEMALE,8.0_6249999999993783e+00,SINGLE,1.3_5200000000000000e+03,3.5_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,False,1.2_0120000000000000e+04,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,True,default
+132001,13201,132,42,MALE,8.0_6779661016936700e+00,MARRIED,1.4_0400000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.2_0640000000000000e+04,1.0_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+133001,13301,133,43,FEMALE,3.9_2696629213477744e+00,SINGLE,1.4_5600000000000000e+03,2.0_0000000000000000e+01,0.0_0000000000000000e+00,True,True,False,True,1.2_1160000000000000e+04,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,5.2_0000000000000000e+01,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+134001,13401,134,44,MALE,3.9_2178770949712296e+00,SINGLE,1.5_0800000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,False,False,1.2_1680000000000000e+04,2.0_8000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,0.0_0000000000000000e+00,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,False,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,1.0_4000000000000000e+02,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,0.0_0000000000000000e+00,5.2_0000000000000000e+01,True,False,False,False,default
+135001,13501,135,45,FEMALE,3.9_1666666666655283e+00,MARRIED,1.5_6000000000000000e+03,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,True,True,False,1.2_2200000000000000e+04,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,7.8_0000000000000000e+02,7.8_0000000000000000e+02,5.2_0000000000000000e+01,1.3_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,8.5_6000000000000000e+02,1.0_4000000000000000e+02,True,1.0_4000000000000000e+02,7.2_8000000000000000e+02,2.1_3200000000000000e+03,2.0_8000000000000000e+03,2.0_0000000000000000e+01,1.0_4000000000000000e+02,5.2_0000000000000000e+01,2.6_0000000000000000e+01,1.3_0000000000000000e+01,5.0_0000000000000000e+02,5.2_0000000000000000e+01,5.0_0000000000000000e+00,2.6_0000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,3.6_4000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,5.2_0000000000000000e+01,0.0_0000000000000000e+00,0.0_0000000000000000e+00,4.1_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,1.0_4000000000000000e+02,1.5_6000000000000000e+02,2.0_8000000000000000e+02,2.6_0000000000000000e+02,True,0.0_0000000000000000e+00,3.1_2000000000000000e+02,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,1.0_4000000000000000e+02,2.6_0000000000000000e+02,2.0_8000000000000000e+02,1.0_4000000000000000e+02,1.5_6000000000000000e+02,1.0_0000000000000000e+00,1.0_0000000000000000e+00,True,5.2_0000000000000000e+01,0.0_0000000000000000e+00,True,False,False,False,default
+135002,13501,135,15,FEMALE,4.6_7142857142856904e+00,SINGLE,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,False,False,False,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,2.0_8000000000000000e+02,1.0_4000000000000000e+02,5.2_0000000000000000e+01,1.5_6000000000000000e+02,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,True,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,0.0_0000000000000000e+00,0.0_0000000000000000e+00,False,True,False,False,default
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/schema.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/schema.json
index a755b50aa2..e195432e98 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/schema.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/schema.json
@@ -32,6 +32,7 @@
       "access_fund": "float64",
       "afcs_reported": "float64",
       "age": "int64",
+      "annuity_and_trust_income": "float64",
       "attendance_allowance_reported": "float64",
       "bsp_reported": "float64",
       "care_hours": "float64",
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index 61db8463df..0693e4a0c4 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"e7beb407fa3d58f989e55aaec701c4ded2f16c50bafaff787d4e22fbac357e10","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"770d3dd64aa5259d41b77ccebe5c2e2391500a63bccaf0d11defe322fa710922","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"8323227c614289f0aca067f8cf9beeb7cb32fc5745debde5851262fab77cedd2","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage trading_allowance_receipts.","id":"trading_allowance_receipts","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","lifetime_isa_payments","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.trading_allowance_receipts@1","mass":"conserve","outputs":[{"column":"self_employment_gross_receipts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"trading_allowance_receipts","stage_contract_sha256":"7b7b687a3139167e16917f26cea8400f55604efa7528ccf3b1a9876946bd7b31","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"756488de1d60cf50a2f4969e876f17d9ee5942515073917707790ec0d3df2b2a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"b6445e712bf4801a9bf73c04dccf09bb0bb8c86387290d4aa3f72a5a51ddfa14","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"67dc8501d9cd8d1ddd0fe351ea384fd3f92be98b370e53383a7a915b95729937","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"90e843841058517a29523cc1f5a74cf83007dcb579b2cf7ea82d69180e741a0d","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"b5d46b617c8962a08b894384a1ef343843d13df9eeeda4b4d55e954aaea3fb6e","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","person_is_spi_income_recipient","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"850da37e6ae08cfe610c53a44cbc05ebbef8729bd7d688609af465fe08ec88fe","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5b88e8909f877c5940e05d10c5564c6c647eae4c94e0ec724c4cb5ef5b87d6ee","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"2623c8067ed3d6637afe470897a7301211b8856108c88f8dbbc4f32f654f53d6","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f2df489860bb76ee21452200745b39161a8928863568d765f2e6c72d806df796","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e5c0a0171e753e33df763b25985f7a0b2cfe3bbb880c01982c5157bf47b2ace","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"fe00587c55eae7aaa67905360a427fec071741c7985d488a04052bbbc20505e9","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"410c914b9bf0d0f8a4831c825c48e63d8fd245af627e2ae985525507e5c1694f","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"18e61348e905303d73e04011a489a7f8d4775aad7c6c13526d02f7188e10fae9","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"e897108e9009f243a1ec32b1a998c482ab59965fd44877b1ec071b251f98291a","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"477b66768c4881f450ac33c68da201a9e6b58cea6c71962041323d134f645ede","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"42a3f2c4434a274de28f0a1cabbb790e95add5d27f11a35afa8782a143833a2e","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"13206bb3c33dc40dd2c093d9d8beba06bfc4a616d0b670d055f78f6e54ef3a1f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"e6775a1745cfbb9093018d3d0f19308a99e0a6f48280583b1ac3f4131be8dd27","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"3ab9191640a76c6605150116581a30afe6f6b6dadad13f7e8a31aaff940d6367","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"09637b7e0ed87faf0ddb2d160f171accb1acf3e9b53b708ac2d56c9d92dfe221","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage trading_allowance_receipts.","id":"trading_allowance_receipts","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","lifetime_isa_payments","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.trading_allowance_receipts@1","mass":"conserve","outputs":[{"column":"self_employment_gross_receipts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.164.2"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"trading_allowance_receipts","stage_contract_sha256":"7b7b687a3139167e16917f26cea8400f55604efa7528ccf3b1a9876946bd7b31","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}

From 9f70c71e7fd02b61231fc4a6eb70b81cd29e6600 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sun, 1 Nov 2026 16:45:11 +0000
Subject: [PATCH 36/44] Band the savings rebase once, moving savings by all
 bands' factor

The rebase banded the tape on its income moved to 2023-24 with each
record's savings at its own band's factor, repeating until no record
changed band. That has no fixed point: the band sets the factor and the
factor the band, and on the production tape records kept changing band
from pass to pass, so the spine from 59ef8ecee took the twentieth pass.

The tape is now banded once: each income leaf at its 2022-23 to 2023-24
factor and each rebased column at its factor over all bands, on the
tape's 2022-23 bands. Banded so, the rebased tape reproduces the
published amounts band by band, and the band-edge migration the
consumers re-band on uprated income is counted once. A record whose
band's factor differs from all bands' can still sit across an edge on
its rebased income. The receipt records each column's banding factor
in place of the pass count. A column the tape carries none of takes a
factor of 1, as the all-bands factor does.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1418-spi-donor-savings-rebase.changed.md  |   2 +-
 docs/uk-income-anchors-280.md                 |   9 +-
 .../microcosm/build/uk_runtime/spi_income.py  | 142 +++++++++---------
 .../uk/test_uk_spi_savings_rebase.py          |  38 ++++-
 4 files changed, 110 insertions(+), 81 deletions(-)

diff --git a/changelog.d/1418-spi-donor-savings-rebase.changed.md b/changelog.d/1418-spi-donor-savings-rebase.changed.md
index 345fd8fdff..ae88223147 100644
--- a/changelog.d/1418-spi-donor-savings-rebase.changed.md
+++ b/changelog.d/1418-spi-donor-savings-rebase.changed.md
@@ -1 +1 @@
-The SPI income stage now rebases the 2022-23 tape's interest and other income to HMRC's published 2023-24 Table 3.7 amounts band by band (the published rows are vendored as `uk/hmrc_spi_table_3_7_savings_rows.json`), then carries both to the frame's year on the OBR's savings income growth (October 2026 EFO, Table 4.5), the path the Table 3.7 band targets take (#1418 savings follow-up, #1428). Before, each column moved by its engine index from 2022 to 2024: other income by GDP per head (x1.09) where SPI's own other income grew x1.65 in the single year to 2023-24, and interest by ONS household interest (x2.27) where SPI's grew x2.69 in that year. The frame then carried about 70 percent of the Table 3.7 savings rows at design weights, and the solve met them by stretching the weights of the few households that carry them. Each band's factor is the published amount over the FACT-weighted amount of the tape's taxpayers in the band, as Table 3.7 counts taxpayers only. The tape is banded on its income moved to 2023-24, repeating until the rebased savings move no record across a band edge, so the band-edge migration its consumers re-band on uprated income is counted once. A taxpayer is a record the tape flags (TAXPAYER 1) or one whose income crosses the Personal Allowance by 2023-24, so a saver who becomes a taxpayer counts once; a flagged taxpayer below the first band sits in it (note 8), and any other record takes the factor of all bands. A band too thin to gross (under a tenth of its published amount) takes the factor of all bands, a column whose tape does not gross to the published amounts is left as it is and grows on its engine index from 2022-23, and a tape whose TAXPAYER codes are not 1 or 2 is refused. On the tape, the £1m-and-over band's other income outweighs its interest, as in the published table, so the rebase also undoes the split the two indices had flipped.
+The SPI income stage now rebases the 2022-23 tape's interest and other income to HMRC's published 2023-24 Table 3.7 amounts band by band (the published rows are vendored as `uk/hmrc_spi_table_3_7_savings_rows.json`), then carries both to the frame's year on the OBR's savings income growth (October 2026 EFO, Table 4.5), the path the Table 3.7 band targets take (#1418 savings follow-up, #1428). Before, each column moved by its engine index from 2022 to 2024: other income by GDP per head (x1.09) where SPI's own other income grew x1.65 in the single year to 2023-24, and interest by ONS household interest (x2.27) where SPI's grew x2.69 in that year. The frame then carried about 70 percent of the Table 3.7 savings rows at design weights, and the solve met them by stretching the weights of the few households that carry them. Each band's factor is the published amount over the FACT-weighted amount of the tape's taxpayers in the band, as Table 3.7 counts taxpayers only. The tape is banded once on its income moved to 2023-24, each income leaf at its own factor and each rebased column at its factor over all bands, so the band-edge migration its consumers re-band on uprated income is counted once; a record whose band's factor differs from that of all bands can still sit across an edge on its rebased income. A taxpayer is a record the tape flags (TAXPAYER 1) or one whose income crosses the Personal Allowance by 2023-24, so a saver who becomes a taxpayer counts once; a flagged taxpayer below the first band sits in it (note 8), and any other record takes the factor of all bands. A band too thin to gross (under a tenth of its published amount) takes the factor of all bands, a column whose tape does not gross to the published amounts is left as it is and grows on its engine index from 2022-23, and a tape whose TAXPAYER codes are not 1 or 2 is refused. On the tape, the £1m-and-over band's other income outweighs its interest, as in the published table, so the rebase also undoes the split the two indices had flipped.
diff --git a/docs/uk-income-anchors-280.md b/docs/uk-income-anchors-280.md
index 0c9789dadd..0637bd0d46 100644
--- a/docs/uk-income-anchors-280.md
+++ b/docs/uk-income-anchors-280.md
@@ -90,10 +90,11 @@ membership carries the uprated value with its receipt.
   (`hmrc_uprating.uk_obr_savings_income_level`). Each band's factor is the
   published amount over the FACT-weighted amount of the tape's taxpayers in
   the band, as Table 3.7 counts taxpayers only (microcosm#1428). The tape is
-  banded on its income moved to 2023-24, each income leaf at its own factor,
-  repeating until the rebased savings move no record across a band edge, so
-  the band-edge migration the consumers re-band on uprated income is counted
-  once. A taxpayer is a record the tape flags (TAXPAYER 1) or one whose income
+  banded once on its income moved to 2023-24, each income leaf at its own
+  factor and each rebased column at its factor over all bands, so the
+  band-edge migration the consumers re-band on uprated income is counted
+  once. A record whose band's factor differs from that of all bands can still
+  sit across an edge on its rebased income. A taxpayer is a record the tape flags (TAXPAYER 1) or one whose income
   crosses the Personal Allowance by 2023-24; a flagged taxpayer below the first
   band sits in it (note 8); any other record takes the factor of all bands. A
   band the tape carries none of is left as it is, a band whose tape amount is
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
index dbf22e5198..bf2f8c7ec9 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/spi_income.py
@@ -1924,15 +1924,15 @@ def spi_savings_rebase_published(
     return published
 
 
-#: The rebase bands the tape on its income moved to 2023-24, the year the
+#: The rebase bands the tape once on its income moved to 2023-24, the year the
 #: published bands describe: each income leaf at its 2022-23 to 2023-24 factor,
-#: the rebased savings as they stand, and the rest of the published total held
-#: nominal, as the band donors' realised income is built. Its consumers band
-#: again on income uprated to the frame's year, so banding on 2022-23 income
-#: counted the band-edge migration twice (microcosm#1428 review, finding 6).
-#: Rebased savings move income, so the banding repeats until no record changes
-#: band, at most this many times.
-SPI_SAVINGS_REBASE_MAX_ITERATIONS = 20
+#: each rebased column at its factor over all bands, and the rest of the
+#: published total held nominal, as the band donors' realised income is built.
+#: Its consumers band again on income uprated to the frame's year, so banding
+#: on 2022-23 income counted the band-edge migration twice (microcosm#1428
+#: review, finding 6). Moving each record's savings by its own band's factor
+#: has no fixed point: the band sets the factor and the factor the band, and on
+#: the production tape records kept changing band from pass to pass.
 
 
 def _tape_income_in_rebase_year(
@@ -1969,17 +1969,19 @@ def rebase_spi_donor_savings(
     Each taxpayer donor's column is scaled by its band's factor: HMRC's
     published 2023-24 amount over the tape's FACT-weighted amount for the
     taxpayers in the same range of total income, since Table 3.7 counts
-    taxpayers only. The tape is banded on its income moved to 2023-24
-    (``income_factors``, each income leaf's 2022-23 to 2023-24 factor; none
-    holds the leaves nominal), repeating until the rebased savings move no
-    record across a band edge. A taxpayer is a record the tape flags
-    (TAXPAYER 1) or one whose income crosses the first band's lower bound,
-    the Personal Allowance, by 2023-24, so a saver who becomes a taxpayer is
-    counted once. A flagged taxpayer below the first band sits in it, as the
-    table's lowest band holds those taxpayers (note 8); a tape without the
-    flag counts every record at or above the first band. Any other donor
-    takes the factor of all bands together. The rebased tape reproduces the
-    published amounts band by band; the OBR's savings income growth then
+    taxpayers only. The tape is banded once on its income moved to 2023-24:
+    each income leaf at its 2022-23 to 2023-24 factor (``income_factors``;
+    none holds the leaves nominal) and each rebased column at its factor over
+    all bands, on the tape's 2022-23 bands. A taxpayer is a record the tape
+    flags (TAXPAYER 1) or one whose income crosses the first band's lower
+    bound, the Personal Allowance, by 2023-24, so a saver who becomes a
+    taxpayer is counted once. A flagged taxpayer below the first band sits in
+    it, as the table's lowest band holds those taxpayers (note 8); a tape
+    without the flag counts every record at or above the first band. Any
+    other donor takes the factor of all bands together. Banded so, the rebased
+    tape reproduces the published amounts band by band; a record whose band's
+    factor differs from the factor of all bands can sit across an edge when
+    banded on its rebased income. The OBR's savings income growth then
     carries both columns to the frame's year (``_spi_income_uprating_factors``).
     A band the tape carries none of has nothing to scale, and a band whose tape
     amount is under SPI_SAVINGS_REBASE_MINIMUM_GROSSING of its published amount
@@ -2020,6 +2022,7 @@ def rebase_spi_donor_savings(
     }
     original: dict[str, np.ndarray] = {}
     targets: dict[str, np.ndarray] = {}
+    banding_factors: dict[str, float] = {}
     for column, by_bound in published.items():
         values = donor[column].to_numpy(dtype=np.float64)
         target = np.asarray([float(by_bound[bound]) for bound in bounds])
@@ -2042,59 +2045,54 @@ def rebase_spi_donor_savings(
             continue
         original[column] = values
         targets[column] = target
-
-    band = None
-    converged = not original
-    passes = 0
-    while original and passes < SPI_SAVINGS_REBASE_MAX_ITERATIONS:
-        passes += 1
-        income = _tape_income_in_rebase_year(donor, rebased, factors_in)
-        moved_band = np.searchsorted(edges, income, side="right") - 1
-        crossed = ~tape_taxpayer & (band_2022 < 0) & (moved_band >= 0)
-        taxpayer = tape_taxpayer | crossed if flagged else (moved_band >= 0)
-        moved_band = np.where(taxpayer, np.clip(moved_band, 0, None), moved_band)
-        if band is not None and np.array_equal(moved_band, band):
-            converged = True
-            break
-        band = moved_band
-        for column, values in original.items():
-            target = targets[column]
-            tape = np.bincount(
-                band[taxpayer],
-                weights=(weights * values)[taxpayer],
-                minlength=len(bounds),
-            )
-            carried = tape > 0.0
-            thin = carried & (tape < SPI_SAVINGS_REBASE_MINIMUM_GROSSING * target)
-            usable = carried & ~thin
-            all_bands = (
-                float(target[usable].sum() / tape[usable].sum())
-                if usable.any()
-                else 1.0
-            )
-            factors = np.where(usable, target / np.where(usable, tape, 1.0), all_bands)
-            rebased[column] = values * np.where(
-                taxpayer, factors[np.clip(band, 0, None)], all_bands
-            )
-            receipt["columns"][column] = {
-                "concept": SPI_SAVINGS_REBASE_CONCEPTS[column],
-                "band_factors": {
-                    str(bound): float(factor)
-                    for bound, factor, kept in zip(bounds, factors, usable, strict=True)
-                    if kept
-                },
-                "below_first_band_factor": all_bands,
-                "bands_without_tape_amounts": [
-                    int(bound)
-                    for bound, kept in zip(bounds, carried, strict=True)
-                    if not kept
-                ],
-                "bands_too_thin_to_gross": [
-                    int(bound) for bound, kept in zip(bounds, thin, strict=True) if kept
-                ],
-            }
-    receipt["banding_passes"] = passes
-    receipt["banding_converged"] = bool(converged)
+        banding_factors[column] = (
+            float(target[carried].sum() / tape[carried].sum()) if carried.any() else 1.0
+        )
+    if not original:
+        return rebased, receipt
+
+    income = _tape_income_in_rebase_year(
+        donor, donor, {**factors_in, **banding_factors}
+    )
+    band = np.searchsorted(edges, income, side="right") - 1
+    crossed = ~tape_taxpayer & (band_2022 < 0) & (band >= 0)
+    taxpayer = tape_taxpayer | crossed if flagged else (band >= 0)
+    band = np.where(taxpayer, np.clip(band, 0, None), band)
+    for column, values in original.items():
+        target = targets[column]
+        tape = np.bincount(
+            band[taxpayer],
+            weights=(weights * values)[taxpayer],
+            minlength=len(bounds),
+        )
+        carried = tape > 0.0
+        thin = carried & (tape < SPI_SAVINGS_REBASE_MINIMUM_GROSSING * target)
+        usable = carried & ~thin
+        all_bands = (
+            float(target[usable].sum() / tape[usable].sum()) if usable.any() else 1.0
+        )
+        factors = np.where(usable, target / np.where(usable, tape, 1.0), all_bands)
+        rebased[column] = values * np.where(
+            taxpayer, factors[np.clip(band, 0, None)], all_bands
+        )
+        receipt["columns"][column] = {
+            "concept": SPI_SAVINGS_REBASE_CONCEPTS[column],
+            "banding_factor": banding_factors[column],
+            "band_factors": {
+                str(bound): float(factor)
+                for bound, factor, kept in zip(bounds, factors, usable, strict=True)
+                if kept
+            },
+            "below_first_band_factor": all_bands,
+            "bands_without_tape_amounts": [
+                int(bound)
+                for bound, kept in zip(bounds, carried, strict=True)
+                if not kept
+            ],
+            "bands_too_thin_to_gross": [
+                int(bound) for bound, kept in zip(bounds, thin, strict=True) if kept
+            ],
+        }
     return rebased, receipt
 
 
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
index fa214784b1..30ed7a6efa 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spi_savings_rebase.py
@@ -82,6 +82,7 @@ def test_the_rebased_tape_reproduces_the_published_bands() -> None:
     # The receipt carries factors, never a count of tape records.
     assert set(receipt["columns"]["other_investment_income"]) == {
         "concept",
+        "banding_factor",
         "band_factors",
         "below_first_band_factor",
         "bands_without_tape_amounts",
@@ -303,9 +304,9 @@ def _edge_donor() -> pd.DataFrame:
 
 def test_the_tape_is_banded_on_its_income_moved_to_2023_24() -> None:
     # Banded on its 2022-23 income, A sits in the £12,570 band. Moved to
-    # 2023-24 (dividends x1.1), it crosses the £50,000 edge, the band the
-    # consumers will find it in after uprating, so its migration is counted
-    # once (microcosm#1428 review, finding 6).
+    # 2023-24 (dividends x1.1, interest at all bands' 500 over 200), it crosses
+    # the £50,000 edge, the band the consumers will find it in after uprating,
+    # so its migration is counted once (microcosm#1428 review, finding 6).
     held, held_receipt = rebase_spi_donor_savings(_edge_donor(), INTEREST_ONLY)
     assert held["savings_interest_income"].tolist() == pytest.approx([1.0, 4.0])
     moved, receipt = rebase_spi_donor_savings(
@@ -316,7 +317,36 @@ def test_the_tape_is_banded_on_its_income_moved_to_2023_24() -> None:
         "50000": pytest.approx(2.0)
     }
     assert receipt["band_by"] == "total_income_moved_to_2023_24"
-    assert receipt["banding_converged"] is True
+    assert receipt["columns"]["savings_interest_income"][
+        "banding_factor"
+    ] == pytest.approx(2.5)
+
+
+def test_savings_move_by_their_factor_over_all_bands_for_the_banding() -> None:
+    # A's interest is a large part of its income. All bands' factor (3,000
+    # over the tape's 600) moves it from 500 to 2,500 for the banding, which
+    # takes A across the £50,000 edge; there the band's factor is 2,000 over
+    # 600 for both records, and A's rebased income stays above the edge. One
+    # pass: a record's own band's factor would set the band it is banded in
+    # (microcosm#1428 review, finding 6).
+    donor = pd.DataFrame(
+        {
+            "total_income": [49_000.0, 60_000.0],
+            "FACT": [1.0, 1.0],
+            "savings_interest_income": [500.0, 100.0],
+        }
+    )
+    rebased, receipt = rebase_spi_donor_savings(
+        donor, {"savings_interest_income": {12_570: 1_000.0, 50_000: 2_000.0}}
+    )
+    interest = receipt["columns"]["savings_interest_income"]
+    assert interest["banding_factor"] == pytest.approx(5.0)
+    assert interest["band_factors"] == {"50000": pytest.approx(2_000.0 / 600.0)}
+    assert interest["bands_without_tape_amounts"] == [12_570]
+    assert rebased["savings_interest_income"].tolist() == pytest.approx(
+        [500.0 * 2_000.0 / 600.0, 100.0 * 2_000.0 / 600.0]
+    )
+    assert 48_500.0 + rebased.loc[0, "savings_interest_income"] >= 50_000.0
 
 
 def test_a_saver_who_becomes_a_taxpayer_counts_once() -> None:

From 4dd83e999313edb1144d1c4a305886111e89d584 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Sun, 1 Nov 2026 19:06:33 +0000
Subject: [PATCH 37/44] Move the gate battery pins with the descriptor's export
 surface

91775db4a added annuity_and_trust_income to the export surface in
gates.json and moved the data contract's release-cut part digests, but
not the full-manifest pins the release contract checks a certificate's
spec against (policy, gates manifest and spec fingerprint), nor their
mirror in the contract tests. The national from 9f70c71e7 certified,
and its release directory then failed the contract on those three pins.
They now match the committed spec, as f3540cbc6 moved them for the
receipts column.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 packages/microcosm-data/src/microcosm/data/contract.py      | 6 +++---
 .../tests/engine_free/shared/test_contract.py               | 6 +++---
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/packages/microcosm-data/src/microcosm/data/contract.py b/packages/microcosm-data/src/microcosm/data/contract.py
index edb5688930..285aa73e09 100644
--- a/packages/microcosm-data/src/microcosm/data/contract.py
+++ b/packages/microcosm-data/src/microcosm/data/contract.py
@@ -451,13 +451,13 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
 # fingerprint derives from the manifest digest. Editing the spec moves all
 # three here in the same reviewed change.
 _UK_GATE_BATTERY_POLICY_SHA256 = (
-    "37c1649af59eda1027e96b5993adff3ed982a04d5bafd8b21cea636490c568f5"
+    "7e398ac1a839eb4094316438fdb6e59afd796c30329e97021fd9a160e4b3a7d6"
 )
 _UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "49747ecb3eb2f02c337bb350748609ec822e0826d12406b1ce3a1ee794d711f4"
+    "4f8a5ff44e244bdc69f1b6a60eebff1566b4f35bf5eebaf6924ae9c29558ad57"
 )
 _UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "63b1107a53b3ee2a821ddb3a62128b735d08712a6569e74ba86caa546664ef13"
+    "1a632c29b6164035ee5faa8084ea0e9ee1344c5e36b5ff6a1acf53f648a6cddf"
 )
 #: Spec entry id -> the legacy gate name whose observable detail checks
 #: apply unchanged (the battery re-keys the report by entry id; the gate
diff --git a/packages/microcosm-data/tests/engine_free/shared/test_contract.py b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
index f1fe926bf9..047a39b60d 100644
--- a/packages/microcosm-data/tests/engine_free/shared/test_contract.py
+++ b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
@@ -220,13 +220,13 @@ def _trusted_terminal_gate_signing_key(monkeypatch) -> None:
 UK_GATE_BATTERY_PRODUCER = "microcosm.build.gate_battery"
 UK_GATE_BATTERY_SIGNING_KEY_ENV = "MICROCOSM_UK_TERMINAL_GATE_SIGNING_KEY"
 UK_GATE_BATTERY_POLICY_SHA256 = (
-    "37c1649af59eda1027e96b5993adff3ed982a04d5bafd8b21cea636490c568f5"
+    "7e398ac1a839eb4094316438fdb6e59afd796c30329e97021fd9a160e4b3a7d6"
 )
 UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "49747ecb3eb2f02c337bb350748609ec822e0826d12406b1ce3a1ee794d711f4"
+    "4f8a5ff44e244bdc69f1b6a60eebff1566b4f35bf5eebaf6924ae9c29558ad57"
 )
 UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "63b1107a53b3ee2a821ddb3a62128b735d08712a6569e74ba86caa546664ef13"
+    "1a632c29b6164035ee5faa8084ea0e9ee1344c5e36b5ff6a1acf53f648a6cddf"
 )
 UK_GATE_BATTERY_DEGENERATE_EVIDENCE_SHA256 = (
     "f246388de42654dd68dbbb40c42282001b5b0a8bf48976162bcb1199085cb1d3"

From 76f7dccaf290f702976beff8ce1530c3d13f6270 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Mon, 2 Nov 2026 00:11:51 +0000
Subject: [PATCH 38/44] Recalibrate the trading allowance claimant rates on
 policyengine-uk
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The rates calibrated on b441bb5a0 (0.64 for 2024-25 profits up to
£4,500, 0.32 to £9,000) give about 436,000 taxpayers with a lower bill
in 2028-29 on the national from 9f70c71e7, by about £407 on average,
against the policy paper's 400,000 and £380: the SPI copies' small
traders moved with the savings rebase. Measured on policyengine-uk on
that national, the rates that meet both figures are 0.72 and 0.14
(María's choice of 2026-11-01). The draw keeps each trader's uniform,
so a lower rate keeps a subset of the claimants and the mean gain holds.
The rates drift with each national; microcosm#1439 re-measures them
after each build. The H2 fixture and the coverage manifest follow with
the merge of main.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1428-trading-allowance-receipts.added.md   |  2 +-
 .../src/microcosm/build/uk/source_stages.json  |  6 +++---
 .../src/microcosm/build/uk/spec/sources.yaml   |  6 +++---
 .../uk_runtime/trading_allowance_receipts.py   | 18 +++++++++++-------
 .../uk/test_uk_trading_allowance_receipts.py   |  8 ++++----
 5 files changed, 22 insertions(+), 18 deletions(-)

diff --git a/changelog.d/1428-trading-allowance-receipts.added.md b/changelog.d/1428-trading-allowance-receipts.added.md
index d4f2c6f5e6..2d4174f8fe 100644
--- a/changelog.d/1428-trading-allowance-receipts.added.md
+++ b/changelog.d/1428-trading-allowance-receipts.added.md
@@ -1 +1 @@
-A new last spine stage, `trading_allowance_receipts`, stores the self-employed's gross receipts (`self_employment_gross_receipts`), so policyengine-uk applies the trading allowance against receipts as the law does (#1428; María's choice of 2026-10-31). Neither the FRS nor the SPI tape records turnover. Without receipts the engine relieved profits up to the allowance in full and nothing above it, so a rise in the allowance missed its main base: traders who already claim the £1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus £1,000 exactly. Each trader with a positive profit is flagged as a claimant with probability 0.64 for profits up to £4,500, 0.32 from £4,500 to £9,000 and none above, drawn on their own `person_id`. A claimant's receipts are their profit plus £1,000; any other trader's are their profit plus £3,000, expenses at the raised allowance, since the costing books traders who switch to the allowance as behaviour. The rates are calibrated to HMRC's policy paper (about 400,000 taxpayers with a lower bill, by about £380 on average) until HMRC publishes claimant counts. Every trader with a positive profit is treated as filing, as the Table 3.10 counts the calibration binds are of filers, so a profit of £1,000 or less is now taxed where the engine used to relieve it in full. Two limits remain until policyengine-uk#2765 lets the stage store the claim status itself (#1439). A claimant's £1,000 grows with the mixed income index while the allowance is nominal, so the raise relieves £1,932 more in 2027-28, falling to £1,758 by 2031-32. The other traders' stored £3,000 grows the same way, so allowances above £3,000 are mis-scored. `self_employment_gross_receipts` leaves the register of engine inputs left at their default and joins the export surface's allowed columns. The stage spec and schema, the graph and kernel wiring, the spine build, the coverage manifest, the H2 fixture and the data contract's gate digests follow.
+A new last spine stage, `trading_allowance_receipts`, stores the self-employed's gross receipts (`self_employment_gross_receipts`), so policyengine-uk applies the trading allowance against receipts as the law does (#1428; María's choice of 2026-10-31). Neither the FRS nor the SPI tape records turnover. Without receipts the engine relieved profits up to the allowance in full and nothing above it, so a rise in the allowance missed its main base: traders who already claim the £1,000 allowance against larger receipts. Under current law a claimant's receipts are their profit plus £1,000 exactly. Each trader with a positive profit is flagged as a claimant with probability 0.72 for profits up to £4,500, 0.14 from £4,500 to £9,000 and none above, drawn on their own `person_id`. A claimant's receipts are their profit plus £1,000; any other trader's are their profit plus £3,000, expenses at the raised allowance, since the costing books traders who switch to the allowance as behaviour. The rates are calibrated to HMRC's policy paper (about 400,000 taxpayers with a lower bill, by about £380 on average), measured on policyengine-uk for the national from 9f70c71e7, until HMRC publishes claimant counts; they drift with each national, so #1439 re-measures them after each build. Every trader with a positive profit is treated as filing, as the Table 3.10 counts the calibration binds are of filers, so a profit of £1,000 or less is now taxed where the engine used to relieve it in full. Two limits remain until policyengine-uk#2765 lets the stage store the claim status itself (#1439). A claimant's £1,000 grows with the mixed income index while the allowance is nominal, so the raise relieves £1,932 more in 2027-28, falling to £1,758 by 2031-32. The other traders' stored £3,000 grows the same way, so allowances above £3,000 are mis-scored. `self_employment_gross_receipts` leaves the register of engine inputs left at their default and joins the export surface's allowed columns. The stage spec and schema, the graph and kernel wiring, the spine build, the coverage manifest, the H2 fixture and the data contract's gate digests follow.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index e1b51ab741..fe42871211 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -7731,11 +7731,11 @@
      "claimant_bands": [
       {
        "upper_inclusive": 4500.0,
-       "rate": 0.64
+       "rate": 0.72
       },
       {
        "upper_inclusive": 9000.0,
-       "rate": 0.32
+       "rate": 0.14
       },
       {
        "rate": 0.0
@@ -7743,7 +7743,7 @@
      ],
      "claimant_expenses": 1000.0,
      "other_expenses": 3000.0,
-     "calibration": "HMRC's policy paper on the Budget 2026 trading allowance raise: about 400,000 taxpayers with a lower bill, by about GBP 380 on average, on the microcosm#1428 national b441bb5a0's final weights at 2028-29 prices, until HMRC publishes claimant counts (María's choice of 2026-10-31)",
+     "calibration": "HMRC's policy paper on the Budget 2026 trading allowance raise: about 400,000 taxpayers with a lower bill, by about GBP 380 on average, measured on policyengine-uk for the microcosm#1428 national from 9f70c71e7 at 2028-29 prices; the rates drift with each national (microcosm#1439), until HMRC publishes claimant counts (María's choices of 2026-10-31 and 2026-11-01)",
      "rule": "a person with a positive self_employment_income claims the allowance where their uniform falls below their profit band's rate; a claimant's receipts are their profit plus claimant_expenses, any other trader's their profit plus other_expenses, and a person with no positive profit keeps zero"
     },
     {
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index 359943c988..e5244a3c01 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -6212,13 +6212,13 @@ stages:
     seed: 0
     claimant_bands:
     - upper_inclusive: 4500.0
-      rate: 0.64
+      rate: 0.72
     - upper_inclusive: 9000.0
-      rate: 0.32
+      rate: 0.14
     - rate: 0.0
     claimant_expenses: 1000.0
     other_expenses: 3000.0
-    calibration: 'HMRC''s policy paper on the Budget 2026 trading allowance raise: about 400,000 taxpayers with a lower bill, by about GBP 380 on average, on the microcosm#1428 national b441bb5a0''s final weights at 2028-29 prices, until HMRC publishes claimant counts (María''s choice of 2026-10-31)'
+    calibration: 'HMRC''s policy paper on the Budget 2026 trading allowance raise: about 400,000 taxpayers with a lower bill, by about GBP 380 on average, measured on policyengine-uk for the microcosm#1428 national from 9f70c71e7 at 2028-29 prices; the rates drift with each national (microcosm#1439), until HMRC publishes claimant counts (María''s choices of 2026-10-31 and 2026-11-01)'
     rule: a person with a positive self_employment_income claims the allowance where their uniform falls below their profit band's rate; a claimant's receipts are their profit plus claimant_expenses, any other trader's their profit plus other_expenses, and a person with no positive profit keeps zero
   - kind: record_mass_conservation_receipt
     entity: household
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py
index 17be90b6d1..d6e1cecda7 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/trading_allowance_receipts.py
@@ -31,8 +31,11 @@
 
 Until HMRC publishes claimant counts, the rates are calibrated to HMRC's
 policy paper on the Budget 2026 raise (about 400,000 taxpayers with a lower
-bill, by about GBP 380 on average) on the #1428 national b441bb5a0, at
-2028-29 prices (María's choice of 2026-10-31).
+bill, by about GBP 380 on average), measured on policyengine-uk for the
+#1428 national from 9f70c71e7 at 2028-29 prices (María's choices of
+2026-10-31 and 2026-11-01). The rates drift with each national, as its
+small traders and their other incomes move, so microcosm#1439 re-measures
+them after each build.
 
 Two limits of encoding the claim in receipts (#1428 review, findings 2 and 8;
 María's ruling of 2026-11-01 keeps them, documented, until policyengine-uk#2765
@@ -95,15 +98,16 @@
 #: The claimant probability by the person's profit, upper bounds inclusive,
 #: over profits above zero; the last band has no upper bound.
 TRADING_ALLOWANCE_CLAIMANT_BANDS: tuple[tuple[float | None, float], ...] = (
-    (4_500.0, 0.64),
-    (9_000.0, 0.32),
+    (4_500.0, 0.72),
+    (9_000.0, 0.14),
     (None, 0.0),
 )
 TRADING_ALLOWANCE_CALIBRATION = (
     "HMRC's policy paper on the Budget 2026 trading allowance raise: about "
-    "400,000 taxpayers with a lower bill, by about GBP 380 on average, on the "
-    "microcosm#1428 national b441bb5a0's final weights at 2028-29 prices, "
-    "until HMRC publishes claimant counts (María's choice of 2026-10-31)"
+    "400,000 taxpayers with a lower bill, by about GBP 380 on average, measured "
+    "on policyengine-uk for the microcosm#1428 national from 9f70c71e7 at "
+    "2028-29 prices; the rates drift with each national (microcosm#1439), until "
+    "HMRC publishes claimant counts (María's choices of 2026-10-31 and 2026-11-01)"
 )
 TRADING_ALLOWANCE_RECEIPTS_MASS_CHANGE_REASON = (
     "Self-employed gross receipts stored on the source spine: household weights "
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py
index 9cbe9332e8..0e15252f5c 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_trading_allowance_receipts.py
@@ -54,7 +54,7 @@ def _frame(profit: np.ndarray):
 
 def test_claimant_rates_follow_the_profit_bands_with_inclusive_upper_bounds() -> None:
     profit = np.asarray([-500.0, 0.0, 0.01, 4_500.0, 4_500.01, 9_000.0, 9_000.01])
-    assert claimant_rates(profit).tolist() == [0.0, 0.0, 0.64, 0.64, 0.32, 0.32, 0.0]
+    assert claimant_rates(profit).tolist() == [0.0, 0.0, 0.72, 0.72, 0.14, 0.14, 0.0]
 
 
 def test_claimants_add_the_allowance_and_other_traders_the_raised_one() -> None:
@@ -79,8 +79,8 @@ def test_claimants_add_the_allowance_and_other_traders_the_raised_one() -> None:
         == (uniforms < claimant_rates(profit[trader])).tolist()
     )
     # Two hundred draws per band land near the band's rate.
-    assert claimant[profit == 800.0].mean() == pytest.approx(0.64, abs=0.1)
-    assert claimant[profit == 6_000.0].mean() == pytest.approx(0.32, abs=0.1)
+    assert claimant[profit == 800.0].mean() == pytest.approx(0.72, abs=0.1)
+    assert claimant[profit == 6_000.0].mean() == pytest.approx(0.14, abs=0.1)
 
 
 def test_the_stage_stores_receipts_deterministically_and_moves_nothing_else() -> None:
@@ -116,7 +116,7 @@ def test_the_receipt_rounds_counts_and_bands_shares() -> None:
     evidence = transform.checkpoint_metadata()["evidence"]
     assert evidence["traders"] == 150
     assert isinstance(evidence["claimants"], int)
-    assert [band["rate"] for band in evidence["bands"]] == [0.64, 0.32, 0.0]
+    assert [band["rate"] for band in evidence["bands"]] == [0.72, 0.14, 0.0]
     assert all(band["support"] == "30+" for band in evidence["bands"])
     assert evidence["bands"][0]["weighted_traders"] == pytest.approx(100.0)
     # Fewer than ten source households behind a band print the small-cell

From 0ddc236733b3eaea1327188710d0eb9f82e4ff7e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Mon, 2 Nov 2026 14:40:01 +0000
Subject: [PATCH 39/44] Return the UC take-up gate's caseload tolerance to
 0.055
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

María's ruling of 2026-11-02: with #1428's pool joining, every family
type ends closer to DWP's count after the redraw than before it on the
T1426 spine (#1426 at 97fd4d0e4), the SPI employment pay floor included,
so maximum_caseload_deviation needs no wider allowance. The reachable
pools keep their own maximum_reachable_pool_deviation, also 0.055
(Vahid's review). The gate's note says so, the test checks the 0.055
boundary and still tells the two tolerances apart, the changelog
fragment is renamed and rewritten, and the gate battery and spine-part
digests are re-pinned.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1095-uk-uc-take-up-gate-0-12.changed.md   |  1 -
 .../1095-uk-uc-take-up-gate-pools.changed.md  |  1 +
 .../src/microcosm/build/uk/gates.json         |  4 +--
 .../engine_free/uk/test_uk_stage_health.py    | 29 +++++++++++--------
 .../src/microcosm/data/contract.py            | 10 +++----
 .../tests/engine_free/shared/test_contract.py |  6 ++--
 6 files changed, 28 insertions(+), 23 deletions(-)
 delete mode 100644 changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md
 create mode 100644 changelog.d/1095-uk-uc-take-up-gate-pools.changed.md

diff --git a/changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md b/changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md
deleted file mode 100644
index d4b654f293..0000000000
--- a/changelog.d/1095-uk-uc-take-up-gate-0-12.changed.md
+++ /dev/null
@@ -1 +0,0 @@
-The UK Universal Credit take-up stage gate (`uk_stage_uc_take_up`) allows each family type's caseload 0.12 of DWP's count, up from 0.055, until the UC award fix of microcosm#1095 lands (María's ruling of 2026-10-29). The SPI employment pay floor (uk-data#629) gives fewer low-paid SPI copies Universal Credit, so single people's caseload before the take-up redraw falls close to DWP's, and the redraw's usual downward move, which leaves single people a little below the spine without the floor after it, reads as about twice the old allowance. The reachable pools, which the draw realizes within 0.0015 of DWP's count, keep a tolerance of their own at 0.055 (`maximum_reachable_pool_deviation`), so the wider allowance does not loosen that check. The contract re-pins the gate battery's policy, manifest and fingerprint digests and the release certification's spine part.
diff --git a/changelog.d/1095-uk-uc-take-up-gate-pools.changed.md b/changelog.d/1095-uk-uc-take-up-gate-pools.changed.md
new file mode 100644
index 0000000000..6fcb84d038
--- /dev/null
+++ b/changelog.d/1095-uk-uc-take-up-gate-pools.changed.md
@@ -0,0 +1 @@
+The UK Universal Credit take-up stage gate (`uk_stage_uc_take_up`) gives the reachable pools a tolerance of their own, `maximum_reachable_pool_deviation`, beside the family type's caseload's `maximum_caseload_deviation` (Vahid's review of #1426). Both stay at 0.055 of DWP's count. With #1428's pool joining, every family type ends closer to DWP's count after the redraw than before it, the SPI employment pay floor (uk-data#629) included, so the caseload needs no wider allowance (María's ruling of 2026-11-02). The contract re-pins the gate battery's policy, manifest and fingerprint digests and the release certification's spine part.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/gates.json b/packages/microcosm-build/src/microcosm/build/uk/gates.json
index 6468e770c5..5e45af4c90 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/gates.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/gates.json
@@ -649,10 +649,10 @@
       "parameters": {
         "stage": "uc_take_up",
         "check": "uc_take_up",
-        "maximum_caseload_deviation": 0.12,
+        "maximum_caseload_deviation": 0.055,
         "maximum_reachable_pool_deviation": 0.055
       },
-      "notes": "Stage-time gate over the Universal Credit take-up receipt (microcosm#1334): every reporter claims and no unit outside the draw changes; in each DWP family type the pools whose target is reachable realize DWP's calendar-2025 caseload within 0.055 of it at the stage's weights (maximum_reachable_pool_deviation), Great Britain only, counting units the engine moves off their legacy benefits at their expected claim at the closure; and the family type's caseload is no further from DWP's than before the redraw, give or take 0.12 of DWP's count (maximum_caseload_deviation). The tolerance was 0.05 until microcosm#1418: routing gilt interest out of dividend_income reshuffles the SPI channel's draws. In the savings follow-up (microcosm#1428), small upstream changes moved single people's GBP 1,000 to 1,100 band into a pool whose DWP count exceeds its entitled units, and the family type's caseload ended 0.0568, then 0.0674, of DWP's count further from it than before the redraw. The stage now joins a pool that cannot meet its count to the adjacent pool with more room for its gap, so a family type's caseload lands on DWP's wherever its entitled units allow, and the tolerance stayed at 0.055 (María's ruling of 2026-10-31). maximum_caseload_deviation is 0.12 from the SPI employment pay floor (uk-data#629) until the UC award fix of microcosm#1095 lands, when it returns to 0.055 (María's ruling of 2026-10-29); the reachable pools keep 0.055 throughout. Before the pool joining, the floor gave fewer low-paid SPI copies UC, so single people's caseload before the redraw fell close to DWP's, and the redraw's usual downward move read as about twice 0.055 of DWP's count, while after the redraw single people ended a little below the spine without the floor, all in the middle award range. The shortfall of middle and higher awards that the redraw cannot fill is the award fix's. The terminal take-up signal gate no longer measures would_claim_uc, whose rate is now set by award band and family type, not as one share of the age population."
+      "notes": "Stage-time gate over the Universal Credit take-up receipt (microcosm#1334): every reporter claims and no unit outside the draw changes; in each DWP family type the pools whose target is reachable realize DWP's calendar-2025 caseload within 0.055 of it at the stage's weights (maximum_reachable_pool_deviation), Great Britain only, counting units the engine moves off their legacy benefits at their expected claim at the closure; and the family type's caseload is no further from DWP's than before the redraw, give or take 0.055 of DWP's count (maximum_caseload_deviation). The tolerance was 0.05 until microcosm#1418: routing gilt interest out of dividend_income reshuffles the SPI channel's draws. In the savings follow-up (microcosm#1428), small upstream changes moved single people's GBP 1,000 to 1,100 band into a pool whose DWP count exceeds its entitled units, and the family type's caseload ended 0.0568, then 0.0674, of DWP's count further from it than before the redraw. The stage now joins a pool that cannot meet its count to the adjacent pool with more room for its gap, so a family type's caseload lands on DWP's wherever its entitled units allow, and the tolerance stays at 0.055 (María's ruling of 2026-10-31). The SPI employment pay floor (uk-data#629) moves single people's caseload before the redraw close to DWP's; before the pool joining, the redraw's usual downward move then read as about twice 0.055 of DWP's count, so maximum_caseload_deviation was 0.12 from María's ruling of 2026-10-29. With the pool joining every family type ends closer to DWP's count after the redraw than before it (the T1426 spine, #1426 at 97fd4d0e4), so it is 0.055 again (María's ruling of 2026-11-02). The terminal take-up signal gate no longer measures would_claim_uc, whose rate is now set by award band and family type, not as one share of the age population."
     },
     {
       "id": "uk_stage_pension_credit_take_up",
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
index 6bfe4a2f36..d4529eed00 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_stage_health.py
@@ -2323,18 +2323,19 @@ def family(dwp, before, after, reachable, realized):
         }
 
     # 0.05 until microcosm#1418, and 0.055 after it: the savings follow-up
-    # (microcosm#1428) joins unmet pools instead of widening it. 0.12 from the
-    # SPI pay floor (uk-data#629) until microcosm#1095's UC award fix (María's
-    # ruling of 2026-10-29); the reachable pools keep 0.055 (Vahid's review of
-    # #1426).
+    # (microcosm#1428) joins unmet pools instead of widening it. The caseload's
+    # was 0.12 for the SPI pay floor (uk-data#629) from María's ruling of
+    # 2026-10-29 until the pool joining brought every family type closer to
+    # DWP's count (her ruling of 2026-11-02). The reachable pools have a
+    # tolerance of their own (Vahid's review of #1426).
     parameters = {
         "stage": "uc_take_up",
         "check": "uc_take_up",
-        "maximum_caseload_deviation": 0.12,
+        "maximum_caseload_deviation": 0.055,
         "maximum_reachable_pool_deviation": 0.055,
     }
 
-    def gate(families, **counts):
+    def gate(families, parameters=parameters, **counts):
         return uk_stage_health_gate(
             evidence={
                 "stage": "uc_take_up",
@@ -2360,20 +2361,24 @@ def gate(families, **counts):
     assert not gate(
         {**good, "SINGLE": family(3_000.0, 3_300.0, 3_020.0, 2_500.0, 2_900.0)}
     ).passed
-    # The pools keep their own tolerance: 8% off fails although the caseload
-    # may move 0.12 of DWP's count.
+    # The pools keep their own tolerance: 8% off fails even where the caseload's
+    # allows more.
     assert not gate(
-        {**good, "SINGLE": family(3_000.0, 3_300.0, 3_020.0, 2_500.0, 2_700.0)}
+        {**good, "SINGLE": family(3_000.0, 3_300.0, 3_020.0, 2_500.0, 2_700.0)},
+        parameters={**parameters, "maximum_caseload_deviation": 0.12},
     ).passed
     # The family type moves further from DWP than before.
     assert not gate(
         {**good, "LONE_PARENT": family(2_100.0, 1_400.0, 1_100.0, 0.0, 0.0)}
     ).passed
-    # The pay floor's pattern: a caseload at DWP's before the redraw may end
-    # up to 0.12 of DWP's count below it after.
+    # A caseload at DWP's before the redraw may end up to 0.055 of DWP's count
+    # from it after, not 0.1.
     assert _passed(
-        gate({**good, "SINGLE": family(3_000.0, 3_000.0, 2_700.0, 2_500.0, 2_510.0)})
+        gate({**good, "SINGLE": family(3_000.0, 3_000.0, 2_850.0, 2_500.0, 2_510.0)})
     )
+    assert not gate(
+        {**good, "SINGLE": family(3_000.0, 3_000.0, 2_700.0, 2_500.0, 2_510.0)}
+    ).passed
     # A caseload resting on fewer than three sources cannot be checked: it is
     # flagged, never failed (María's ruling of 2026-10-26); one missing fails.
     thin = gate({**good, "SINGLE": family(3_000.0, "<3", 1.0, 0.0, 0.0)})
diff --git a/packages/microcosm-data/src/microcosm/data/contract.py b/packages/microcosm-data/src/microcosm/data/contract.py
index 7812a99837..3c7bb8095f 100644
--- a/packages/microcosm-data/src/microcosm/data/contract.py
+++ b/packages/microcosm-data/src/microcosm/data/contract.py
@@ -451,13 +451,13 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
 # fingerprint derives from the manifest digest. Editing the spec moves all
 # three here in the same reviewed change.
 _UK_GATE_BATTERY_POLICY_SHA256 = (
-    "1b3374a1c9442f2040a1a5d2e58a10d2da5db33db2683f025e4d43e32626930a"
+    "42d3f37d0f60dd9340f885f1f2d82fe088c225e2de6f61c8d596e82a8be648d0"
 )
 _UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "bdcbfa6c8fa17541baf8c8ba5a7857ce93b3bd5b3669dc82e4758468a7604ea7"
+    "2492244008f02451fbc838ce80b432575ffb4ed58379316620b59b8486bfb9df"
 )
 _UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "4546e2246b60c9a0536cf1811aa64767142ab94e6e3555f49bd10195dd6dd943"
+    "6910fc888c870439609265c761823b19d8746c50c7cd7a908e2ccee056dda70d"
 )
 #: Spec entry id -> the legacy gate name whose observable detail checks
 #: apply unchanged (the battery re-keys the report by entry id; the gate
@@ -982,10 +982,10 @@ def _uk_line_cut_tag_re(release_id: str) -> re.Pattern[str] | None:
 _UK_CERTIFICATION_PART_DIGESTS: Mapping[str, Mapping[str, str]] = {
     "spine": {
         "gates_manifest_sha256": (
-            "59812c1c9f8626dba5255305b5f5b9922941e7d286e6ed16f2384bd3b8f373da"
+            "7cced0cc3d07c899a095b42655c6771a514bc3262c10a06efa68d8c1888403c7"
         ),
         "policy_sha256": (
-            "0538bfa4f9c671fd7278fe5599fb246bbeaa962a421eb95e4e3b85ae4f5897a4"
+            "aef498aef8a00c156c196bd4823f34c8ac0a36ab02f640c272836f6d3d714778"
         ),
     },
     "calibration_seam": {
diff --git a/packages/microcosm-data/tests/engine_free/shared/test_contract.py b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
index ca55cb97c9..15020607a5 100644
--- a/packages/microcosm-data/tests/engine_free/shared/test_contract.py
+++ b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
@@ -220,13 +220,13 @@ def _trusted_terminal_gate_signing_key(monkeypatch) -> None:
 UK_GATE_BATTERY_PRODUCER = "microcosm.build.gate_battery"
 UK_GATE_BATTERY_SIGNING_KEY_ENV = "MICROCOSM_UK_TERMINAL_GATE_SIGNING_KEY"
 UK_GATE_BATTERY_POLICY_SHA256 = (
-    "1b3374a1c9442f2040a1a5d2e58a10d2da5db33db2683f025e4d43e32626930a"
+    "42d3f37d0f60dd9340f885f1f2d82fe088c225e2de6f61c8d596e82a8be648d0"
 )
 UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "bdcbfa6c8fa17541baf8c8ba5a7857ce93b3bd5b3669dc82e4758468a7604ea7"
+    "2492244008f02451fbc838ce80b432575ffb4ed58379316620b59b8486bfb9df"
 )
 UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "4546e2246b60c9a0536cf1811aa64767142ab94e6e3555f49bd10195dd6dd943"
+    "6910fc888c870439609265c761823b19d8746c50c7cd7a908e2ccee056dda70d"
 )
 UK_GATE_BATTERY_DEGENERATE_EVIDENCE_SHA256 = (
     "f246388de42654dd68dbbb40c42282001b5b0a8bf48976162bcb1199085cb1d3"

From 3aa5529306803fb793a58d5b484b24289596b0a9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Mon, 2 Nov 2026 15:55:15 +0000
Subject: [PATCH 40/44] Run the Carer's Allowance draw after salary sacrifice,
 keyed on lineage (#1095 B5)

The stage's earnings test now reads the pay salary_sacrifice converts
into pension contributions. Running after salary_sacrifice puts it after
the CGT stages' copies, so each draw is keyed on lineage: a member of a
CGT support copy, incidence clone or residential arm draws as the member
at the same rank of the household it copies (lineage_roots), and the
balanced placement takes a source and its copies in one stratum as one
record of their joint weight (lineage_balanced_positions), so they claim
together. Original rows keep their draws, and the one-record check reads
a record as the rows of one lineage.

The spec block moves after salary_sacrifice with its notes and the
reviewed rate derivation; source_stages.json keeps its key order (the HMRC
contract reads the retained constituents in order). The roster pins, the
coverage manifest and the H2 fixture follow. New tests cover the roots,
the one position per lineage and the stage itself with every carer cloned
at half weight, which claims as the uncloned frame does; keying the draws
on person ids fails it.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 ...llowance-after-salary-sacrifice.changed.md |   1 +
 .../uk/release_input_coverage_manifest.json   |  50 ++---
 .../src/microcosm/build/uk/source_stages.json |  70 +++---
 .../src/microcosm/build/uk/spec/sources.yaml  |  52 ++---
 .../uk_runtime/carers_allowance_take_up.py    | 211 ++++++++++++++----
 .../engine_free/shared/test_country_spec.py   |   4 +-
 .../uk/test_uk_carers_allowance_take_up.py    | 153 ++++++++++++-
 .../engine_free/uk/test_uk_source_stages.py   |  11 +-
 .../uk/test_uk_spine_acceptance_receipt.py    |   5 +-
 .../uk/test_uk_uc_capital_coherence.py        |  10 +-
 .../parity/uk_spine/sources/fixture.json      |   4 +-
 .../fixtures/parity/uk_spine/uk_spine.json    |   2 +-
 12 files changed, 420 insertions(+), 153 deletions(-)
 create mode 100644 changelog.d/1095-uk-carers-allowance-after-salary-sacrifice.changed.md

diff --git a/changelog.d/1095-uk-carers-allowance-after-salary-sacrifice.changed.md b/changelog.d/1095-uk-carers-allowance-after-salary-sacrifice.changed.md
new file mode 100644
index 0000000000..92740c8369
--- /dev/null
+++ b/changelog.d/1095-uk-carers-allowance-after-salary-sacrifice.changed.md
@@ -0,0 +1 @@
+The UK Carer's Allowance take-up stage now runs after `salary_sacrifice`, so its earnings test reads the pay that salary sacrifice converts into pension contributions (microcosm#1095 B5). That also puts it after the CGT stages' copies, so its draws are keyed on lineage: a member of a CGT support copy, incidence clone or residential arm draws as the member at the same rank of the household it copies (`lineage_roots`), and the balanced placement takes a source and its copies in one stratum as one record of their joint weight (`lineage_balanced_positions`), so the two claim together as before. Original rows keep their draws. The stage spec, the coverage manifest and the H2 fixture follow.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
index ae1ad26b67..d92b455fae 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
@@ -472,7 +472,7 @@
    "required_mass_change_reason": "Capital-gains incidence anchor moves the mass of non-liable clone households back to their paired originals until the sub-exempt and loss-making clone mass match the Advani-Summers reporter composition at the redrawn liable mass; every pair's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, the HMRC Table 3 redrawn gains on the spine and Advani-Summers capital-gains incidence"
@@ -495,7 +495,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, and Advani-Summers capital-gains incidence"
@@ -518,7 +518,7 @@
    "required_mass_change_reason": "Capital-gains residential split divides every household carrying liable gainers into arms weighted by the solved residential probabilities, one arm per subset of residential gainers; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative) on the amounts the Table 3 redraw placed"
@@ -540,7 +540,7 @@
    "required_mass_change_reason": "Capital-gains support split divides the wealthiest households of each HMRC Table 3 income band into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "HMRC Capital Gains Tax statistics, July 2026 release, Table 3 for 2024-25, via the vendored conditioning facts",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support and HMRC Capital Gains Tax statistics Table 3 (2024-25 individuals by size of gain and taxable income)"
@@ -570,7 +570,7 @@
     "uc_is_in_gainful_self_employment"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "The FRS job record's company car answers through frs_spine's carriers (EXPBEN01, EXPBEN03, CARVAL, FUELTYP, CARCON, CARAMT), WAS round-8 company cars' list prices, and HMRC's 2024-25 company car recipients by CO2 band (Table 2A) and fuel (Table 2C), via the vendored facts",
     "survey": "Family Resources Survey 2024-25 job record; Wealth and Assets Survey round 8; HMRC Benefits in kind statistics (July 2026)"
@@ -599,7 +599,7 @@
    "required_mass_change_reason": "ETB public-services imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab, DfT rail fare index, and public NHS activity/cost table.",
     "survey": "Effects of Taxes and Benefits 1977-2024 and NHS age-gender public table"
@@ -619,7 +619,7 @@
    "required_mass_change_reason": "ETB VAT expenditure-rate imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab and cited VAT anchor resource.",
     "survey": "Effects of Taxes and Benefits 1977-2024"
@@ -641,7 +641,7 @@
    "required_mass_change_reason": "High-value home support divides every owner household in the top value stratum of its region into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "Microcosm structural operator (microcosm#1240 fix 1); no publisher input",
     "survey": "Family Resources Survey 2024-25 and SPI synthetic support, after the WAS wealth draw and the regional property uprating"
@@ -662,7 +662,7 @@
    "required_mass_change_reason": "CGT asset-type assignment on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative), Table 4.1 (individuals claiming Business Asset Disposal Relief or Investors' Relief by band of qualifying gain, 2024-25, administrative) and Table 7 (disposals, proceeds and gains by asset type, 2023-24, sample-based), vendored from the pinned Chronicle feed"
@@ -686,7 +686,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "conditioning_resource": "hmrc_cgt_conditioning_facts.json",
     "conditioning_resource_sha256": "6a2ba5e3e43c6d7936416552aadc716729b902dcac24b97093ae8ccf06cf8a8f",
@@ -776,7 +776,7 @@
     "full_frs_tei_band_unavailable"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "hmrc_surface": "2023-24",
     "mapped_build_period": "2024",
@@ -803,7 +803,7 @@
    "required_mass_change_reason": "ISA subscriptions per adult from HMRC's ISA tables on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "HMRC Individual Savings Account statistics Tables 9.4, 9.6 and 9.7 to 9.9, the cash ISA limit reduction impact note and Lifetime ISA Table 1a, via the vendored facts; Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "HMRC Annual savings statistics (September 2026 release); Wealth and Assets Survey round 8"
@@ -868,7 +868,7 @@
    "required_mass_change_reason": "LCFS consumption imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "UK Data Service SN 9603 Living Costs and Food Survey 2024-25 (2nd edition) household/person tabs and the vendored Chronicle facts for NEED 2024 mean kWh, DESNZ Energy Trends and QEP average prices paid for calendar 2024, road-fuel outturn (DESNZ, HMRC, ONS Consumer Trends) and road fuel by vehicle type (DESNZ), ONS Consumer Trends household spending by COICOP division, the DfT VEH1103 licensed-car stock, NTS bus use, and the DfT and devolved bus finance tables and fares indices.",
     "survey": "Living Costs and Food Survey 2024-25"
@@ -894,7 +894,7 @@
    "required_mass_change_reason": "NTS bus-travel imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "Department for Transport National Travel Survey, UK Data Service SN 5340 (End User Licence, 19th edition, November 2025), DOI 10.5255/UKDA-SN-5340-19; local licensed tab files (household, individual, trip); England residents only from 2013.",
     "survey": "National Travel Survey 2002-2024"
@@ -914,7 +914,7 @@
    "required_mass_change_reason": "Private-school attendance stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "policyengine-uk attends_private_school (the gov.simulation.private_school_vat attendance rates and factor), evaluated by the pinned engine",
     "survey": "policyengine-uk private-school attendance imputation, stored at the spine's weights"
@@ -937,7 +937,7 @@
     "property_finance_costs"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/property-rental-income-statistics",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Property Rental Income Statistics 2026 (tax year 2024-25)"
@@ -958,7 +958,7 @@
    "required_mass_change_reason": "Annual property purchases imputed on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/uk-stamp-tax-statistics",
     "survey": "HMRC Annual Stamp Tax Statistics 2024 to 2025 (corrected 11 March 2026), Tables 6b, 8a and 8b"
@@ -981,7 +981,7 @@
     "property_wealth"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "uk/high_value_home_value_knots.json, built by tools/build_uk_high_value_home_stock.py from PolicyEngine/chronicle#343's registrations",
     "survey": "HM Land Registry Price Paid latest sales uprated with the UK House Price Index, owner-weighted by region (the dense value node's knots, region level)"
@@ -1005,7 +1005,7 @@
     "non_residential_property_value"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "MHCLG dwellings and the UK House Price Index regional average price averaged over the twelve months of calendar 2024 from the July 2026 full file, the frame's valuation basis, so the engine's annual uprating from 2024 projects the value once (microcosm#1240 fix 5).",
     "survey": "Public regional property reference"
@@ -1033,7 +1033,7 @@
     "employment_income"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "HMRC, Salary sacrifice reform for pension contributions effective from 6 April 2029",
     "survey": "Family Resources Survey 2024-25 salary-sacrifice respondents and HMRC salary-sacrifice reform analysis"
@@ -1066,7 +1066,7 @@
     "household_source_id"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "Reserved SPI support households for the HMRC Table 2.5 total-income bands from GBP 200,000, stacked at the published band taxpayer count over the donors per band (PolicyEngine/chronicle#280 lane).",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Income Tax liabilities statistics July 2026 Table 2.5"
@@ -1088,7 +1088,7 @@
     "student_loan_plan"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "Explore Education Statistics Table 6a, Higher education total",
     "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
@@ -1108,7 +1108,7 @@
    "required_mass_change_reason": "Self-employed gross receipts stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "self_employment_income after the SPI income stage; HMRC's published gainers of the raise to GBP 3,000, about 400,000 taxpayers with a lower bill by about GBP 380 on average",
     "survey": "The self-employed's own profit on the final spine, and HMRC's policy paper on the Budget 2026 trading allowance raise (calibration)"
@@ -1130,7 +1130,7 @@
    "required_mass_change_reason": "WAS Lifetime ISA imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "Wealth and Assets Survey round 8"
@@ -1169,7 +1169,7 @@
    "required_mass_change_reason": "WAS wealth imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "85b19e0079b474eb85f5bdc96225b820cc79f98b76cff8027c4dae0bb1e2bcf0",
+   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed 2006-22 household tab.",
     "survey": "Wealth and Assets Survey round 8"
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 191461df36..19230e4a4d 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -6639,41 +6639,6 @@
    ],
    "notes": "Runs after the SPI income chain, UC capital coherence and the Pension Credit redraw, before CGT cloning (microcosm#1063). frs_take_up draws would_claim_child_benefit early at one flat rate over every benefit unit with the reporters on top, and child_benefit_opts_out at a flat rate whatever the unit's income; this stage redraws both. One temporary engine materialization gives each person's eligibility as a child or qualifying young person and each person's adjusted net income (consumed only). A family claims for all its children or none, so the draw is by family, keyed on the age of its eldest eligible child: a reporter claims, and the other families claim at rates solved from the eldest age down so that the claimed share of the eligible children of each single year of age is HMRC's published one (Table 15, May 2025, opted-out families included), weighted at the stage's household weights. The published opted-out share of registered families (August 2025) is drawn among claiming non-reporters, fully charged first. Opt-out-aware models restrict both the full-charge and taper pools to a positive charge fraction at least the installed opt_out_charge_share. With the default share of one, only fully charged families can opt out; an insufficient pool is recorded as a shortfall instead of selecting paid taper families. Legacy models retain the original full-charge pool and taper fallback. Models exposing gov.hmrc.child_benefit.opt_out_charge_share (policyengine-uk#2140) receive registered claims, including opted-out families, in would_claim_child_benefit and the separate opt-out in child_benefit_opts_out. Older models receive the legacy claims-and-not-opted-out payment flag because they ignore the opt-out input. Stage evidence records the selected encoding, evaluated opt-out charge share and engine parameter source. The in-payment audit counts claims-and-not-opted-out in the draw, with new candidates aligned to baseline payment suppression; it is not a fresh model run or population calibration evidence. A benefit unit with no eligible child keeps its early draw and is never opted out."
   },
-  {
-   "stage": "carers_allowance_take_up",
-   "survey": "Family Resources Survey 2024-25",
-   "source": "Independent Review of Carer's Allowance Overpayments (July 2025), chapter 7, and DWP benefit statistics, through the UK take-up contract's carers_allowance_newly_entitled rate, applied to PolicyEngine-UK's Carer's Allowance earnings test after the SPI income chain.",
-   "grain": "person",
-   "artifacts": [],
-   "operations": [
-    {
-     "kind": "materialize_rules_engine_predictors",
-     "predictors": [
-      "is_gainfully_employed_for_carers_allowance",
-      "is_severely_disabled_for_carers_allowance",
-      "carers_allowance_earnings"
-     ],
-     "consumed_only": true,
-     "year_rule": "survey_year"
-    },
-    {
-     "kind": "assign_binary_from_rate",
-     "output": "would_claim_carers_allowance",
-     "draw": "would_claim_carers_allowance",
-     "assignment_unit": "person",
-     "eligibility": "persons whose care_hours reach policyengine-uk's gov.dwp.carers_allowance.min_hours, who care for a severely disabled person, who report no Carer's Allowance, and whom is_gainfully_employed_for_carers_allowance holds gainfully employed at the survey year: the carers the earnings limit alone keeps from the allowance (a carer whose frs_care_hours_in_household reach min_hours cares for a severely disabled person when another member of the household is is_severely_disabled_for_carers_allowance at the survey year; a carer whose largest in-household band does not reach the hours does on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member). In Scotland the flag is Carer Support Payment's, which policyengine-uk pays under its own earnings limit from 2.146.1",
-     "reported_true_anchor": "carers_allowance_reported > 0",
-     "rate_key": "carers_allowance_newly_entitled",
-     "rate_derivation": "the take-up contract's carers_allowance_newly_entitled rate, with the identity-keyed uniforms placed by weight within strata (the route (in-household or not), whether the benefit unit reports a means-tested benefit at the survey year (universal credit, housing benefit, income support, income-based JSA, income-related ESA, tax credits or pension credit), and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three; the pool's strata are the last two) and rotated by a start drawn per stratum, so that every stratum claims the rate of its eligible weight to within one record and every eligible carer claims with probability equal to the rate; would_claim = reported OR (eligible AND position < rate), so a reporter stays true and every other person false",
-     "seed": 0
-    }
-   ],
-   "outputs": [],
-   "rewrites": [
-    "would_claim_carers_allowance"
-   ],
-   "notes": "Runs after the SPI income chain, UC capital coherence and the Pension Credit and Child Benefit redraws, before CGT cloning, so every clone carries its source's draw (microcosm#1319). frs_spine sets would_claim_carers_allowance from reported receipt and the SPI income chain re-derives it from the refilled receipt on the rows it redraws, so that care_hours qualifies a carer for the Universal Credit carer element without paying the allowance to every carer (#882). A carer above the earnings limit cannot report the allowance, so no reform that widens it reached a carer who would claim once entitled: the April 2025 rise of the limit from £151 to £196 a week brought an estimated 61,000 more people into eligibility (Independent Review of Carer's Allowance Overpayments, July 2025, chapter 7). One temporary engine materialization at the survey year, on the frame's own values, gives each person's is_gainfully_employed_for_carers_allowance, is_severely_disabled_for_carers_allowance and carers_allowance_earnings (consumed only); the engine reads a year's parameters at 30 April, so the limit is 2024-25's £151. The allowance is paid only for caring for a severely disabled person (SSCBA 1992 s. 70(2)), which the care hours do not record (microcosm#1418): a carer whose largest in-household band alone reaches the hours (frs_care_hours_in_household) qualifies when another member of the household is severely disabled, and a carer whose largest in-household band does not reach them (care outside the household, or hours spread over bands; the allowance needs the hours for one person) joins on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member (María's decision (a) of 2026-10-28). A person in that pool whose care_hours reach the engine's gov.dwp.carers_allowance.min_hours (35), who reports no allowance and whom the earnings test holds gainfully employed claims at the take-up contract's carers_allowance_newly_entitled rate (0.6, María's ruling of 2026-10-20, sensitivity 0.45 to 0.75) on the person's identity-keyed uniform (seed 0, salt would_claim_carers_allowance), placed by weight within strata and rotated by a start drawn per stratum, so that each stratum claims the rate of its eligible weight to within one record and each eligible carer with probability equal to the rate (weight_balanced_uniforms, policyengine-uk's stratified_uniform with a random start; microcosm#1418 and the independent review of microcosm#1420): the route, whether the benefit unit reports a means-tested benefit at the survey year, and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three. would_claim = reported OR (eligible AND position < rate). A reporter stays true; a carer under the limit who reports no allowance stays false, as the survey records them entitled and not claiming. Scotland is drawn too (María's ruling of 2026-10-23): there the flag is Carer Support Payment's, which policyengine-uk pays only under its own earnings limit from 2.146.1 (PolicyEngine/policyengine-uk#2473), and the receipt reports Scotland apart. The earnings test is read before salary_sacrifice moves some contributors' pension amounts out of their pay, so a drawn carer whom that conversion takes under the survey year's limit keeps the flag although the file then shows them entitled and not reporting. The stage rebuilds the flag from reported receipt and refuses a frame whose flag no longer follows it. Its receipt bands support on distinct source households (household_source_id), and gives a weighted total only where three or more carry it and a share only where neither of its sides rests on one or two; it lists each stratum's realised share against its target, and the stage refuses a take-up or pool stratum whose drawn weight misses its share by more than its heaviest record, the most the rotated placement allows, so the balance holds on every build (Anthony's reviews of microcosm#1420). The stage has no health gate."
-  },
   {
    "stage": "uc_deduction_attributes",
    "survey": "DWP Universal Credit deductions statistics, March 2025 to February 2026",
@@ -7554,6 +7519,41 @@
    ],
    "notes": "The QRF trains only on the 2024-25 FRS asked subset with pay. Salary sacrifice is pay given up, so every amount, reported or predicted, is limited to the pay the person still receives, and a person without pay has none (uk-data#518, microcosm#1095); the limit bites above all on SPI-channel rows, which keep their FRS twin's answer beside pay redrawn from the SPI. The second arm creates support toward the reviewed 5.4m staging target by moving contributors' pension amounts, up to half their pay, into salary sacrifice and lowering their pay by the same amount, since the engine reads employment_income after sacrifice; what does not move stays an employee contribution, so the sacrifice never exceeds the pay that remains. Before microcosm#1069 c9 the pay stayed whole and the converted record lost its net-pay relief. The third arm adds bonus sacrifice beside pay toward the OBR's 2027-28 base above GBP 2,000 (microcosm#1340). A sacrificed bonus is never received, so the FRS records it in neither pay nor its bonus amounts, and pay stays as it is (María's ruling of 2026-10-24 on Vahid's review of microcosm#1383); a received FRS bonus marks a bonus-paying job and its size. An SPI-channel adult's FRS bonus is its twin's, beside the tape's pay, so it draws a bonus share of pay from a base-FRS adult in its pay cell instead."
   },
+  {
+   "stage": "carers_allowance_take_up",
+   "survey": "Family Resources Survey 2024-25",
+   "source": "Independent Review of Carer's Allowance Overpayments (July 2025), chapter 7, and DWP benefit statistics, through the UK take-up contract's carers_allowance_newly_entitled rate, applied to PolicyEngine-UK's Carer's Allowance earnings test after the SPI income chain.",
+   "grain": "person",
+   "artifacts": [],
+   "operations": [
+    {
+     "kind": "materialize_rules_engine_predictors",
+     "predictors": [
+      "is_gainfully_employed_for_carers_allowance",
+      "is_severely_disabled_for_carers_allowance",
+      "carers_allowance_earnings"
+     ],
+     "consumed_only": true,
+     "year_rule": "survey_year"
+    },
+    {
+     "kind": "assign_binary_from_rate",
+     "output": "would_claim_carers_allowance",
+     "draw": "would_claim_carers_allowance",
+     "assignment_unit": "person",
+     "eligibility": "persons whose care_hours reach policyengine-uk's gov.dwp.carers_allowance.min_hours, who care for a severely disabled person, who report no Carer's Allowance, and whom is_gainfully_employed_for_carers_allowance holds gainfully employed at the survey year: the carers the earnings limit alone keeps from the allowance (a carer whose frs_care_hours_in_household reach min_hours cares for a severely disabled person when another member of the household is is_severely_disabled_for_carers_allowance at the survey year; a carer whose largest in-household band does not reach the hours does on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member). In Scotland the flag is Carer Support Payment's, which policyengine-uk pays under its own earnings limit from 2.146.1",
+     "reported_true_anchor": "carers_allowance_reported > 0",
+     "rate_key": "carers_allowance_newly_entitled",
+     "rate_derivation": "the take-up contract's carers_allowance_newly_entitled rate, with the identity-keyed uniforms placed by weight within strata (the route (in-household or not), whether the benefit unit reports a means-tested benefit at the survey year (universal credit, housing benefit, income support, income-based JSA, income-related ESA, tax credits or pension credit), and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three; the pool's strata are the last two) and rotated by a start drawn per stratum, so that every stratum claims the rate of its eligible weight to within one record and every eligible carer claims with probability equal to the rate; a CGT copy draws as the member it copies, placed with it as one record of their joint weight, so the two claim together; would_claim = reported OR (eligible AND position < rate), so a reporter stays true and every other person false",
+     "seed": 0
+    }
+   ],
+   "outputs": [],
+   "rewrites": [
+    "would_claim_carers_allowance"
+   ],
+   "notes": "Runs after the SPI income chain, UC capital coherence, the Pension Credit and Child Benefit redraws and salary_sacrifice, so the earnings test reads the pay salary sacrifice converts (microcosm#1095 B5); a CGT copy draws as the member it copies, placed with it as one record of their joint weight, so every clone carries its source's draw (microcosm#1319). frs_spine sets would_claim_carers_allowance from reported receipt and the SPI income chain re-derives it from the refilled receipt on the rows it redraws, so that care_hours qualifies a carer for the Universal Credit carer element without paying the allowance to every carer (#882). A carer above the earnings limit cannot report the allowance, so no reform that widens it reached a carer who would claim once entitled: the April 2025 rise of the limit from £151 to £196 a week brought an estimated 61,000 more people into eligibility (Independent Review of Carer's Allowance Overpayments, July 2025, chapter 7). One temporary engine materialization at the survey year, on the frame's own values, gives each person's is_gainfully_employed_for_carers_allowance, is_severely_disabled_for_carers_allowance and carers_allowance_earnings (consumed only); the engine reads a year's parameters at 30 April, so the limit is 2024-25's £151. The allowance is paid only for caring for a severely disabled person (SSCBA 1992 s. 70(2)), which the care hours do not record (microcosm#1418): a carer whose largest in-household band alone reaches the hours (frs_care_hours_in_household) qualifies when another member of the household is severely disabled, and a carer whose largest in-household band does not reach them (care outside the household, or hours spread over bands; the allowance needs the hours for one person) joins on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member (María's decision (a) of 2026-10-28). A person in that pool whose care_hours reach the engine's gov.dwp.carers_allowance.min_hours (35), who reports no allowance and whom the earnings test holds gainfully employed claims at the take-up contract's carers_allowance_newly_entitled rate (0.6, María's ruling of 2026-10-20, sensitivity 0.45 to 0.75) on the person's identity-keyed uniform (seed 0, salt would_claim_carers_allowance), placed by weight within strata and rotated by a start drawn per stratum, so that each stratum claims the rate of its eligible weight to within one record and each eligible carer with probability equal to the rate (weight_balanced_uniforms, policyengine-uk's stratified_uniform with a random start; microcosm#1418 and the independent review of microcosm#1420): the route, whether the benefit unit reports a means-tested benefit at the survey year, and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three. would_claim = reported OR (eligible AND position < rate). A reporter stays true; a carer under the limit who reports no allowance stays false, as the survey records them entitled and not claiming. Scotland is drawn too (María's ruling of 2026-10-23): there the flag is Carer Support Payment's, which policyengine-uk pays only under its own earnings limit from 2.146.1 (PolicyEngine/policyengine-uk#2473), and the receipt reports Scotland apart. The earnings test is read before salary_sacrifice moves some contributors' pension amounts out of their pay, so a drawn carer whom that conversion takes under the survey year's limit keeps the flag although the file then shows them entitled and not reporting. The stage rebuilds the flag from reported receipt and refuses a frame whose flag no longer follows it. Its receipt bands support on distinct source households (household_source_id), and gives a weighted total only where three or more carry it and a share only where neither of its sides rests on one or two; it lists each stratum's realised share against its target, and the stage refuses a take-up or pool stratum whose drawn weight misses its share by more than its heaviest record, the most the rotated placement allows, so the balance holds on every build (Anthony's reviews of microcosm#1420). The stage has no health gate."
+  },
   {
    "stage": "student_loans",
    "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index d2e1ca17db..c23fef5cdf 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -5334,32 +5334,6 @@ stages:
   - would_claim_child_benefit
   - child_benefit_opts_out
   notes: 'Runs after the SPI income chain, UC capital coherence and the Pension Credit redraw, before CGT cloning (microcosm#1063). frs_take_up draws would_claim_child_benefit early at one flat rate over every benefit unit with the reporters on top, and child_benefit_opts_out at a flat rate whatever the unit''s income; this stage redraws both. One temporary engine materialization gives each person''s eligibility as a child or qualifying young person and each person''s adjusted net income (consumed only). A family claims for all its children or none, so the draw is by family, keyed on the age of its eldest eligible child: a reporter claims, and the other families claim at rates solved from the eldest age down so that the claimed share of the eligible children of each single year of age is HMRC''s published one (Table 15, May 2025, opted-out families included), weighted at the stage''s household weights. The published opted-out share of registered families (August 2025) is drawn among claiming non-reporters, fully charged first. Opt-out-aware models restrict both the full-charge and taper pools to a positive charge fraction at least the installed opt_out_charge_share. With the default share of one, only fully charged families can opt out; an insufficient pool is recorded as a shortfall instead of selecting paid taper families. Legacy models retain the original full-charge pool and taper fallback. Models exposing gov.hmrc.child_benefit.opt_out_charge_share (policyengine-uk#2140) receive registered claims, including opted-out families, in would_claim_child_benefit and the separate opt-out in child_benefit_opts_out. Older models receive the legacy claims-and-not-opted-out payment flag because they ignore the opt-out input. Stage evidence records the selected encoding, evaluated opt-out charge share and engine parameter source. The in-payment audit counts claims-and-not-opted-out in the draw, with new candidates aligned to baseline payment suppression; it is not a fresh model run or population calibration evidence. A benefit unit with no eligible child keeps its early draw and is never opted out.'
-- stage: carers_allowance_take_up
-  survey: Family Resources Survey 2024-25
-  source: 'Independent Review of Carer''s Allowance Overpayments (July 2025), chapter 7, and DWP benefit statistics, through the UK take-up contract''s carers_allowance_newly_entitled rate, applied to PolicyEngine-UK''s Carer''s Allowance earnings test after the SPI income chain.'
-  grain: person
-  artifacts: []
-  operations:
-  - kind: materialize_rules_engine_predictors
-    predictors:
-    - is_gainfully_employed_for_carers_allowance
-    - is_severely_disabled_for_carers_allowance
-    - carers_allowance_earnings
-    consumed_only: true
-    year_rule: survey_year
-  - kind: assign_binary_from_rate
-    output: would_claim_carers_allowance
-    draw: would_claim_carers_allowance
-    assignment_unit: person
-    eligibility: 'persons whose care_hours reach policyengine-uk''s gov.dwp.carers_allowance.min_hours, who care for a severely disabled person, who report no Carer''s Allowance, and whom is_gainfully_employed_for_carers_allowance holds gainfully employed at the survey year: the carers the earnings limit alone keeps from the allowance (a carer whose frs_care_hours_in_household reach min_hours cares for a severely disabled person when another member of the household is is_severely_disabled_for_carers_allowance at the survey year; a carer whose largest in-household band does not reach the hours does on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member). In Scotland the flag is Carer Support Payment''s, which policyengine-uk pays under its own earnings limit from 2.146.1'
-    reported_true_anchor: carers_allowance_reported > 0
-    rate_key: carers_allowance_newly_entitled
-    rate_derivation: 'the take-up contract''s carers_allowance_newly_entitled rate, with the identity-keyed uniforms placed by weight within strata (the route (in-household or not), whether the benefit unit reports a means-tested benefit at the survey year (universal credit, housing benefit, income support, income-based JSA, income-related ESA, tax credits or pension credit), and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three; the pool''s strata are the last two) and rotated by a start drawn per stratum, so that every stratum claims the rate of its eligible weight to within one record and every eligible carer claims with probability equal to the rate; would_claim = reported OR (eligible AND position < rate), so a reporter stays true and every other person false'
-    seed: 0
-  outputs: []
-  rewrites:
-  - would_claim_carers_allowance
-  notes: 'Runs after the SPI income chain, UC capital coherence and the Pension Credit and Child Benefit redraws, before CGT cloning, so every clone carries its source''s draw (microcosm#1319). frs_spine sets would_claim_carers_allowance from reported receipt and the SPI income chain re-derives it from the refilled receipt on the rows it redraws, so that care_hours qualifies a carer for the Universal Credit carer element without paying the allowance to every carer (#882). A carer above the earnings limit cannot report the allowance, so no reform that widens it reached a carer who would claim once entitled: the April 2025 rise of the limit from £151 to £196 a week brought an estimated 61,000 more people into eligibility (Independent Review of Carer''s Allowance Overpayments, July 2025, chapter 7). One temporary engine materialization at the survey year, on the frame''s own values, gives each person''s is_gainfully_employed_for_carers_allowance, is_severely_disabled_for_carers_allowance and carers_allowance_earnings (consumed only); the engine reads a year''s parameters at 30 April, so the limit is 2024-25''s £151. The allowance is paid only for caring for a severely disabled person (SSCBA 1992 s. 70(2)), which the care hours do not record (microcosm#1418): a carer whose largest in-household band alone reaches the hours (frs_care_hours_in_household) qualifies when another member of the household is severely disabled, and a carer whose largest in-household band does not reach them (care outside the household, or hours spread over bands; the allowance needs the hours for one person) joins on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member (María''s decision (a) of 2026-10-28). A person in that pool whose care_hours reach the engine''s gov.dwp.carers_allowance.min_hours (35), who reports no allowance and whom the earnings test holds gainfully employed claims at the take-up contract''s carers_allowance_newly_entitled rate (0.6, María''s ruling of 2026-10-20, sensitivity 0.45 to 0.75) on the person''s identity-keyed uniform (seed 0, salt would_claim_carers_allowance), placed by weight within strata and rotated by a start drawn per stratum, so that each stratum claims the rate of its eligible weight to within one record and each eligible carer with probability equal to the rate (weight_balanced_uniforms, policyengine-uk''s stratified_uniform with a random start; microcosm#1418 and the independent review of microcosm#1420): the route, whether the benefit unit reports a means-tested benefit at the survey year, and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three. would_claim = reported OR (eligible AND position < rate). A reporter stays true; a carer under the limit who reports no allowance stays false, as the survey records them entitled and not claiming. Scotland is drawn too (María''s ruling of 2026-10-23): there the flag is Carer Support Payment''s, which policyengine-uk pays only under its own earnings limit from 2.146.1 (PolicyEngine/policyengine-uk#2473), and the receipt reports Scotland apart. The earnings test is read before salary_sacrifice moves some contributors'' pension amounts out of their pay, so a drawn carer whom that conversion takes under the survey year''s limit keeps the flag although the file then shows them entitled and not reporting. The stage rebuilds the flag from reported receipt and refuses a frame whose flag no longer follows it. Its receipt bands support on distinct source households (household_source_id), and gives a weighted total only where three or more carry it and a share only where neither of its sides rests on one or two; it lists each stratum''s realised share against its target, and the stage refuses a take-up or pool stratum whose drawn weight misses its share by more than its heaviest record, the most the rotated placement allows, so the balance holds on every build (Anthony''s reviews of microcosm#1420). The stage has no health gate.'
 - stage: uc_deduction_attributes
   survey: DWP Universal Credit deductions statistics, March 2025 to February 2026
   source: Department for Work and Pensions supplementary Tables 2, 5 and 6, sha-pinned by Chronicle package dwp-uc-deductions-march-2025-february-2026.
@@ -6072,6 +6046,32 @@ stages:
   - employee_pension_contributions
   - employment_income
   notes: The QRF trains only on the 2024-25 FRS asked subset with pay. Salary sacrifice is pay given up, so every amount, reported or predicted, is limited to the pay the person still receives, and a person without pay has none (uk-data#518, microcosm#1095); the limit bites above all on SPI-channel rows, which keep their FRS twin's answer beside pay redrawn from the SPI. The second arm creates support toward the reviewed 5.4m staging target by moving contributors' pension amounts, up to half their pay, into salary sacrifice and lowering their pay by the same amount, since the engine reads employment_income after sacrifice; what does not move stays an employee contribution, so the sacrifice never exceeds the pay that remains. Before microcosm#1069 c9 the pay stayed whole and the converted record lost its net-pay relief. The third arm adds bonus sacrifice beside pay toward the OBR's 2027-28 base above GBP 2,000 (microcosm#1340). A sacrificed bonus is never received, so the FRS records it in neither pay nor its bonus amounts, and pay stays as it is (María's ruling of 2026-10-24 on Vahid's review of microcosm#1383); a received FRS bonus marks a bonus-paying job and its size. An SPI-channel adult's FRS bonus is its twin's, beside the tape's pay, so it draws a bonus share of pay from a base-FRS adult in its pay cell instead.
+- stage: carers_allowance_take_up
+  survey: Family Resources Survey 2024-25
+  source: 'Independent Review of Carer''s Allowance Overpayments (July 2025), chapter 7, and DWP benefit statistics, through the UK take-up contract''s carers_allowance_newly_entitled rate, applied to PolicyEngine-UK''s Carer''s Allowance earnings test after the SPI income chain.'
+  grain: person
+  artifacts: []
+  operations:
+  - kind: materialize_rules_engine_predictors
+    predictors:
+    - is_gainfully_employed_for_carers_allowance
+    - is_severely_disabled_for_carers_allowance
+    - carers_allowance_earnings
+    consumed_only: true
+    year_rule: survey_year
+  - kind: assign_binary_from_rate
+    output: would_claim_carers_allowance
+    draw: would_claim_carers_allowance
+    assignment_unit: person
+    eligibility: 'persons whose care_hours reach policyengine-uk''s gov.dwp.carers_allowance.min_hours, who care for a severely disabled person, who report no Carer''s Allowance, and whom is_gainfully_employed_for_carers_allowance holds gainfully employed at the survey year: the carers the earnings limit alone keeps from the allowance (a carer whose frs_care_hours_in_household reach min_hours cares for a severely disabled person when another member of the household is is_severely_disabled_for_carers_allowance at the survey year; a carer whose largest in-household band does not reach the hours does on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member). In Scotland the flag is Carer Support Payment''s, which policyengine-uk pays under its own earnings limit from 2.146.1'
+    reported_true_anchor: carers_allowance_reported > 0
+    rate_key: carers_allowance_newly_entitled
+    rate_derivation: 'the take-up contract''s carers_allowance_newly_entitled rate, with the identity-keyed uniforms placed by weight within strata (the route (in-household or not), whether the benefit unit reports a means-tested benefit at the survey year (universal credit, housing benefit, income support, income-based JSA, income-related ESA, tax credits or pension credit), and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three; the pool''s strata are the last two) and rotated by a start drawn per stratum, so that every stratum claims the rate of its eligible weight to within one record and every eligible carer claims with probability equal to the rate; a CGT copy draws as the member it copies, placed with it as one record of their joint weight, so the two claim together; would_claim = reported OR (eligible AND position < rate), so a reporter stays true and every other person false'
+    seed: 0
+  outputs: []
+  rewrites:
+  - would_claim_carers_allowance
+  notes: 'Runs after the SPI income chain, UC capital coherence, the Pension Credit and Child Benefit redraws and salary_sacrifice, so the earnings test reads the pay salary sacrifice converts (microcosm#1095 B5); a CGT copy draws as the member it copies, placed with it as one record of their joint weight, so every clone carries its source''s draw (microcosm#1319). frs_spine sets would_claim_carers_allowance from reported receipt and the SPI income chain re-derives it from the refilled receipt on the rows it redraws, so that care_hours qualifies a carer for the Universal Credit carer element without paying the allowance to every carer (#882). A carer above the earnings limit cannot report the allowance, so no reform that widens it reached a carer who would claim once entitled: the April 2025 rise of the limit from £151 to £196 a week brought an estimated 61,000 more people into eligibility (Independent Review of Carer''s Allowance Overpayments, July 2025, chapter 7). One temporary engine materialization at the survey year, on the frame''s own values, gives each person''s is_gainfully_employed_for_carers_allowance, is_severely_disabled_for_carers_allowance and carers_allowance_earnings (consumed only); the engine reads a year''s parameters at 30 April, so the limit is 2024-25''s £151. The allowance is paid only for caring for a severely disabled person (SSCBA 1992 s. 70(2)), which the care hours do not record (microcosm#1418): a carer whose largest in-household band alone reaches the hours (frs_care_hours_in_household) qualifies when another member of the household is severely disabled, and a carer whose largest in-household band does not reach them (care outside the household, or hours spread over bands; the allowance needs the hours for one person) joins on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member (María''s decision (a) of 2026-10-28). A person in that pool whose care_hours reach the engine''s gov.dwp.carers_allowance.min_hours (35), who reports no allowance and whom the earnings test holds gainfully employed claims at the take-up contract''s carers_allowance_newly_entitled rate (0.6, María''s ruling of 2026-10-20, sensitivity 0.45 to 0.75) on the person''s identity-keyed uniform (seed 0, salt would_claim_carers_allowance), placed by weight within strata and rotated by a start drawn per stratum, so that each stratum claims the rate of its eligible weight to within one record and each eligible carer with probability equal to the rate (weight_balanced_uniforms, policyengine-uk''s stratified_uniform with a random start; microcosm#1418 and the independent review of microcosm#1420): the route, whether the benefit unit reports a means-tested benefit at the survey year, and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three. would_claim = reported OR (eligible AND position < rate). A reporter stays true; a carer under the limit who reports no allowance stays false, as the survey records them entitled and not claiming. Scotland is drawn too (María''s ruling of 2026-10-23): there the flag is Carer Support Payment''s, which policyengine-uk pays only under its own earnings limit from 2.146.1 (PolicyEngine/policyengine-uk#2473), and the receipt reports Scotland apart. The earnings test is read before salary_sacrifice moves some contributors'' pension amounts out of their pay, so a drawn carer whom that conversion takes under the survey year''s limit keeps the flag although the file then shows them entitled and not reporting. The stage rebuilds the flag from reported receipt and refuses a frame whose flag no longer follows it. Its receipt bands support on distinct source households (household_source_id), and gives a weighted total only where three or more carry it and a share only where neither of its sides rests on one or two; it lists each stratum''s realised share against its target, and the stage refuses a take-up or pool stratum whose drawn weight misses its share by more than its heaviest record, the most the rotated placement allows, so the balance holds on every build (Anthony''s reviews of microcosm#1420). The stage has no health gate.'
 - stage: student_loans
   survey: Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England
   source: Explore Education Statistics Table 6a, Higher education total
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/carers_allowance_take_up.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/carers_allowance_take_up.py
index f0e909b1eb..04b2917583 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/carers_allowance_take_up.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/carers_allowance_take_up.py
@@ -9,11 +9,11 @@
 that widens it, such as the April 2025 rise of the limit from £151 to £196 a
 week, reached a carer who would claim once entitled.
 
-This stage runs after the SPI income chain and the other take-up redraws. It
-opens the flag to the carers the earnings limit alone keeps from the
-allowance at the survey year: a person whose ``care_hours`` reach the engine's
-``gov.dwp.carers_allowance.min_hours``, who cares for a severely disabled
-person, who reports no Carer's Allowance, and whom
+This stage runs after the SPI income chain, the other take-up redraws and
+``salary_sacrifice`` (below). It opens the flag to the carers the earnings
+limit alone keeps from the allowance at the survey year: a person whose
+``care_hours`` reach the engine's ``gov.dwp.carers_allowance.min_hours``, who
+cares for a severely disabled person, who reports no Carer's Allowance, and whom
 ``is_gainfully_employed_for_carers_allowance`` holds gainfully employed at the
 survey year (the 2024-25 limit of £151 a week; the engine reads a year's
 parameters at 30 April). Such a person claims at the take-up contract's
@@ -64,13 +64,15 @@
 The receipt reports Scotland apart. The incoming flag must still follow
 reported receipt, since the stage rebuilds it from that anchor.
 
-The earnings test is read where the stage runs, before ``salary_sacrifice``
-moves some contributors' pension amounts out of their pay, which lowers the
-earnings the engine tests by about half the amount moved. A drawn carer whom
-that conversion takes under the survey year's limit keeps the flag, although
-the released file then shows them entitled and not reporting. Reading the
-converted pay would need the stage after ``salary_sacrifice``, with a draw
-keyed on lineage so that the CGT clones keep their source's draw.
+The stage runs after ``salary_sacrifice``, which moves some contributors'
+pension amounts out of their pay and so lowers the earnings the engine tests
+by about half the amount moved: the earnings test reads the converted pay
+(microcosm#1095 B5). That puts it after the CGT stages too, which copy
+households, so each draw is keyed on lineage (``lineage_roots``): a CGT copy
+draws as the member it copies, and the balanced placement takes a source and
+its copies in one stratum as one record of their joint weight
+(``lineage_balanced_positions``), so they claim together, as when the stage
+ran before the CGT clones.
 
 The receipt is aggregate-only (UKDS disclosure control): support as bands of
 distinct source households, a weighted total only where three or more carry
@@ -93,6 +95,7 @@
     weight_balanced_uniforms,
 )
 from microcosm.build.uk_runtime.frs_release import resolve_uk_year_rule
+from microcosm.build.uk_runtime.household_lineage import uk_household_clone_paths
 from microcosm.build.uk_runtime.national_frame import (
     uk_household_weight_kind,
     uk_national_frame,
@@ -115,6 +118,7 @@
 from microcosm.frame.rules import assert_rules_engine_country
 
 __all__ = [
+    "CGT_LINEAGE_BRANCHES",
     "CARERS_ALLOWANCE_DISABILITY_TEST",
     "CARERS_ALLOWANCE_ENGINE_VARIABLES",
     "CARERS_ALLOWANCE_NEWLY_ENTITLED_RATE_KEY",
@@ -129,6 +133,8 @@
     "carers_allowance_eligible",
     "carers_allowance_pool",
     "carers_allowance_take_up_operation_parameters",
+    "lineage_balanced_positions",
+    "lineage_roots",
     "means_tested_benefit_unit",
     "other_member_severely_disabled",
     "redraw_carers_allowance_take_up",
@@ -219,8 +225,24 @@
     f"({CARERS_ALLOWANCE_STRATA}) and rotated by a start drawn per stratum, so "
     "that every stratum claims the rate of its eligible weight to within one "
     "record and every eligible carer claims with probability equal to the rate; "
-    "would_claim = reported OR (eligible "
-    "AND position < rate), so a reporter stays true and every other person false"
+    "a CGT copy draws as the member it copies, placed with it as one record of "
+    "their joint weight, so the two claim together; would_claim = reported OR "
+    "(eligible AND position < rate), so a reporter stays true and every other "
+    "person false"
+)
+#: The CGT stages' branches of a household's clone path: a support copy, an
+#: incidence clone and a residential arm each copy their source household's
+#: members in ``person_id`` order (microcosm#1095 B5).
+CGT_LINEAGE_BRANCHES = frozenset(
+    {"cgt_support_split", "cgt_incidence_clone", "cgt_residential_split"}
+)
+#: The household columns that mark a frame the CGT stages have copied.
+_CGT_LINEAGE_COLUMNS = (
+    "household_is_cgt_support_copy",
+    "cgt_support_copy_index",
+    "household_is_capital_gains_clone",
+    "household_is_cgt_residential_clone",
+    "cgt_residential_clone_index",
 )
 
 
@@ -332,17 +354,12 @@ def carers_allowance_pool(
         # eligible part, so the balance is struck over them.
         drawable = other & ~np.asarray(reported, dtype=bool)
         draws = draws.copy()
-        drawable_strata = np.asarray(pool_strata)[drawable]
-        draws[drawable] = weight_balanced_uniforms(
-            drawable_strata,
+        draws[drawable] = lineage_balanced_positions(
+            np.asarray(pool_strata)[drawable],
             draws[drawable],
             weights[drawable],
-            starts=stratum_starts(
-                drawable_strata,
-                salt=CARERS_ALLOWANCE_POOL_SALT,
-                identities=np.asarray(pool_identities)[drawable],
-                draws=draws[drawable],
-            ),
+            identities=np.asarray(pool_identities)[drawable],
+            salt=CARERS_ALLOWANCE_POOL_SALT,
         )
     drawn = draws < (share or 0.0)
     pool = (in_household & disabled_member) | (other & drawn)
@@ -386,6 +403,100 @@ def stratum_starts(
     return starts[np.searchsorted(unique, codes)]
 
 
+def lineage_roots(person: pd.DataFrame, household: pd.DataFrame) -> np.ndarray:
+    """Each person's lineage root: the ``person_id`` the draws key them on.
+
+    A CGT support copy, incidence clone or residential arm copies its source
+    household's members in ``person_id`` order, so a member's root is the
+    member at the same rank of the household with the same source id and clone
+    path without the CGT branches (``CGT_LINEAGE_BRANCHES``). Every other
+    person, an SPI or high-value support copy's included, is their own root,
+    as is everyone in a frame the CGT stages have not copied.
+    """
+
+    ids = pd.to_numeric(person["person_id"], errors="raise").astype("int64")
+    if not any(column in household.columns for column in _CGT_LINEAGE_COLUMNS):
+        return ids.to_numpy()
+    source_ids, paths = uk_household_clone_paths(household)
+    stripped = [
+        tuple(branch for branch in path if branch[0] not in CGT_LINEAGE_BRANCHES)
+        for path in paths
+    ]
+    household_ids = household["household_id"].to_numpy()
+    keys = pd.Series(
+        [
+            str((source, path))
+            for source, path in zip(source_ids, stripped, strict=True)
+        ],
+        index=household_ids,
+    )
+    is_root = pd.Series(
+        [path == bare for path, bare in zip(paths, stripped, strict=True)],
+        index=household_ids,
+    )
+    members = person["person_household_id"]
+    household_keys = members.map(keys)
+    if household_keys.isna().any():
+        raise ValueError("Every Carer's Allowance person must map to a household.")
+    rank = ids.groupby(members.to_numpy()).rank(method="first").astype("int64")
+    lineage = household_keys.astype(str) + "#" + rank.astype(str)
+    root_rows = members.map(is_root).to_numpy(dtype=bool)
+    roots = pd.Series(ids.to_numpy()[root_rows], index=lineage.to_numpy()[root_rows])
+    if roots.index.has_duplicates:
+        raise ValueError("Two source members share one Carer's Allowance lineage.")
+    mapped = lineage.map(roots)
+    if mapped.isna().any():
+        raise ValueError(
+            "A CGT copy's member has no member at its rank in the household it copies."
+        )
+    return mapped.astype("int64").to_numpy()
+
+
+def lineage_balanced_positions(
+    strata: np.ndarray,
+    draws: np.ndarray,
+    weights: np.ndarray,
+    *,
+    identities: np.ndarray,
+    salt: str,
+) -> np.ndarray:
+    """Weight-balanced positions, the rows of one identity in a stratum as one record.
+
+    A source and its CGT copies share an identity (``lineage_roots``) and so a
+    draw. Placed as one record of their joint weight they take one position
+    and claim together, as when the stage ran before the CGT clones split the
+    source's weight (microcosm#1095 B5). Rows of distinct identities are placed
+    exactly as ``weight_balanced_uniforms`` places them.
+    """
+
+    strata = np.asarray(strata)
+    identities = np.asarray(identities)
+    draws = np.asarray(draws, dtype=np.float64)
+    weights = np.asarray(weights, dtype=np.float64)
+    if not strata.shape == identities.shape == draws.shape == weights.shape:
+        raise ValueError(
+            "Balanced positions need one stratum, identity and draw per row."
+        )
+    if not len(strata):
+        return draws.copy()
+    record, unique = pd.factorize(pd.MultiIndex.from_arrays([strata, identities]))
+    low = pd.Series(draws).groupby(record).min().sort_index().to_numpy()
+    high = pd.Series(draws).groupby(record).max().sort_index().to_numpy()
+    if (low != high).any():
+        raise ValueError("Rows of one lineage must share their draw.")
+    record_strata = unique.get_level_values(0).to_numpy()
+    record_identities = unique.get_level_values(1).to_numpy()
+    positions = weight_balanced_uniforms(
+        record_strata,
+        low,
+        np.bincount(record, weights=weights, minlength=len(unique)),
+        starts=stratum_starts(
+            record_strata, salt=salt, identities=record_identities, draws=low
+        ),
+    )
+    return np.asarray(positions, dtype=np.float64)[record]
+
+
 def assert_strata_within_one_record(
     members: np.ndarray,
     strata: np.ndarray,
@@ -394,13 +505,15 @@ def assert_strata_within_one_record(
     share: float,
     *,
     label: str,
+    identities: np.ndarray | None = None,
 ) -> None:
     """Refuse a stratum whose taken weight misses ``share`` of its weight by
     more than its heaviest record.
 
     The rotated placement takes each stratum's share to within half a record
     at each end of the stratum's arc, one record in all, by construction. A
-    larger miss means the draw was not balanced.
+    larger miss means the draw was not balanced. With ``identities``, a record
+    is the rows of one lineage, as ``lineage_balanced_positions`` places them.
     """
 
     weights = np.maximum(np.asarray(weights, dtype=np.float64), 0.0)
@@ -408,11 +521,21 @@ def assert_strata_within_one_record(
     for code in np.unique(strata[members]):
         stratum = members & (strata == code)
         stratum_weights = weights[stratum]
+        heaviest = (
+            float(stratum_weights.max())
+            if identities is None
+            else float(
+                pd.Series(stratum_weights)
+                .groupby(np.asarray(identities)[stratum])
+                .sum()
+                .max()
+            )
+        )
         miss = abs(
             float(weights[stratum & taken].sum())
             - float(share) * float(stratum_weights.sum())
         )
-        if miss > float(stratum_weights.max()) * (1.0 + 1e-9) + 1e-9:
+        if miss > heaviest * (1.0 + 1e-9) + 1e-9:
             raise ValueError(
                 f"Carer's Allowance {label} stratum {int(code)} misses its share by "
                 "more than one record: the draw was not balanced by weight."
@@ -662,6 +785,8 @@ def redraw_carers_allowance_take_up(
         .to_numpy(dtype=np.float64)
     )
     weights = np.asarray(frame.resolve_weights("person").values, dtype=np.float64)
+    # Every draw is keyed on lineage: a CGT copy draws as the member it copies.
+    roots = lineage_roots(person, household)
     pool = carers_allowance_pool(
         care_hours=care_hours,
         in_household_hours=in_household_hours,
@@ -671,13 +796,11 @@ def redraw_carers_allowance_take_up(
         reported=reported,
         weights=weights,
         pool_draws=stable_identity_uniforms(
-            person["person_id"].to_numpy(),
-            seed=CARERS_ALLOWANCE_TAKE_UP_SEED,
-            salt=CARERS_ALLOWANCE_POOL_SALT,
+            roots, seed=CARERS_ALLOWANCE_TAKE_UP_SEED, salt=CARERS_ALLOWANCE_POOL_SALT
         ),
         min_hours=resolved.min_hours,
         pool_strata=pool_strata,
-        pool_identities=person["person_id"].to_numpy(),
+        pool_identities=roots,
     )
     eligible = carers_allowance_eligible(
         pool=pool.pool,
@@ -685,31 +808,37 @@ def redraw_carers_allowance_take_up(
         gainfully_employed=gainfully_employed,
     )
     draws = stable_identity_uniforms(
-        person["person_id"].to_numpy(),
-        seed=CARERS_ALLOWANCE_TAKE_UP_SEED,
-        salt=CARERS_ALLOWANCE_TAKE_UP_OUTPUT,
+        roots, seed=CARERS_ALLOWANCE_TAKE_UP_SEED, salt=CARERS_ALLOWANCE_TAKE_UP_OUTPUT
     )
     # The take-up strata add the route to the pool's.
     take_up_strata = pool.other.astype(np.int64) * 2 * _BAND_COUNT + pool_strata
     positions = draws.copy()
-    positions[eligible] = weight_balanced_uniforms(
+    positions[eligible] = lineage_balanced_positions(
         take_up_strata[eligible],
         draws[eligible],
         weights[eligible],
-        starts=stratum_starts(
-            take_up_strata[eligible],
-            salt=CARERS_ALLOWANCE_TAKE_UP_OUTPUT,
-            identities=person["person_id"].to_numpy()[eligible],
-            draws=draws[eligible],
-        ),
+        identities=roots[eligible],
+        salt=CARERS_ALLOWANCE_TAKE_UP_OUTPUT,
     )
     drawn = eligible & (positions < rate)
     drawable_other = pool.other & ~reported
     assert_strata_within_one_record(
-        eligible, take_up_strata, drawn, weights, rate, label="take-up"
+        eligible,
+        take_up_strata,
+        drawn,
+        weights,
+        rate,
+        label="take-up",
+        identities=roots,
     )
     assert_strata_within_one_record(
-        drawable_other, pool_strata, pool.pool, weights, pool.share or 0.0, label="pool"
+        drawable_other,
+        pool_strata,
+        pool.pool,
+        weights,
+        pool.share or 0.0,
+        label="pool",
+        identities=roots,
     )
     would_claim = reported | drawn
     person[CARERS_ALLOWANCE_TAKE_UP_OUTPUT] = would_claim
diff --git a/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py b/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
index 8022c86b5b..a2206f17dc 100644
--- a/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
+++ b/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
@@ -1129,8 +1129,8 @@ def test_uk_source_manifest_contains_only_canonical_spine_stages(self) -> None:
         # microcosm#1240 high_value_home_support between them, microcosm#1112
         # regional_home_values after it, and microcosm#1095 property_purchases
         # after property_components and uc_legacy_closure_take_up after
-        # uc_capital_coherence; microcosm#1319 carers_allowance_take_up after
-        # child_benefit_take_up; childcare_copy_take_up last, after every copy
+        # uc_capital_coherence; microcosm#1319 carers_allowance_take_up, after
+        # salary_sacrifice since microcosm#1095 B5; childcare_copy_take_up last, after every copy
         # stage; microcosm#1334 uc_take_up after uc_capital_coherence and
         # frs_annual_income_spells after frs_hmrc_spine_leaves; microcosm#1428
         # trading_allowance_receipts last; company_cars right after
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_carers_allowance_take_up.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_carers_allowance_take_up.py
index c56e3b0016..029bc4efcf 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_carers_allowance_take_up.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_carers_allowance_take_up.py
@@ -941,12 +941,13 @@ def test_the_packaged_stage_carries_the_reviewed_operations_in_order() -> None:
     assert assign.parameters["seed"] == 0
     order = [stage.stage for stage in load_country_spec("uk").sources.stages]
     position = order.index(ca.CARERS_ALLOWANCE_TAKE_UP_STAGE_NAME)
-    # After the SPI income chain and the other take-up redraws, before the
-    # deduction attributes and every CGT clone.
-    assert order[position - 1] == "child_benefit_take_up"
-    assert order[position + 1] == "uc_deduction_attributes"
-    assert position > order.index("hmrc_spi_income_spine")
-    assert position < order.index("cgt_support_split")
+    # After the SPI income chain, the other take-up redraws and
+    # salary_sacrifice, whose converted pay the earnings test reads, so after
+    # every CGT copy too, which draws as the member it copies (microcosm#1095
+    # B5).
+    assert order[position - 1] == "salary_sacrifice"
+    assert position > order.index("child_benefit_take_up")
+    assert position > order.index("cgt_residential_split")
 
 
 def test_a_drifted_manifest_is_refused() -> None:
@@ -1138,3 +1139,143 @@ def test_the_stage_draws_the_same_carers_whatever_the_row_order() -> None:
         _run(shuffled, rate=0.6).frame.table("person").set_index("person_id")[_OUTPUT]
     )
     pd.testing.assert_series_equal(again.loc[first.index], first)
+
+
+def _cgt_lineage(household: pd.DataFrame) -> pd.DataFrame:
+    """``household`` with every CGT lineage column, each row an original."""
+
+    household = household.copy()
+    n = len(household)
+    household["source_household_id"] = household["household_id"].astype("int64")
+    household["household_support_channel"] = "frs"
+    household["household_support_clone_index"] = np.zeros(n, dtype="int64")
+    household["household_is_cgt_support_copy"] = np.zeros(n, dtype=bool)
+    household["cgt_support_copy_index"] = np.zeros(n, dtype="int64")
+    household["household_is_capital_gains_clone"] = np.zeros(n, dtype=bool)
+    household["household_is_cgt_residential_clone"] = np.zeros(n, dtype=bool)
+    household["cgt_residential_clone_index"] = np.zeros(n, dtype="int64")
+    return household
+
+
+def test_a_cgt_copy_draws_as_the_member_it_copies() -> None:
+    """Since the stage runs after salary_sacrifice it sees the CGT stages'
+    copies; a member of a copy is keyed on the member at the same rank of the
+    household it copies, and an SPI support copy on itself (microcosm#1095
+    B5)."""
+
+    household = _cgt_lineage(pd.DataFrame({"household_id": [1, 2, 3, 4]}))
+    household["source_household_id"] = np.array([7, 7, 7, 7], dtype="int64")
+    # 2 is the incidence clone of 1, 3 its support copy, 4 an SPI copy.
+    household.loc[1, "household_is_capital_gains_clone"] = True
+    household.loc[2, "household_is_cgt_support_copy"] = True
+    household.loc[2, "cgt_support_copy_index"] = 1
+    household.loc[3, "household_support_channel"] = "spi"
+    household.loc[3, "household_support_clone_index"] = 1
+    person = pd.DataFrame(
+        {
+            "person_id": [12, 11, 1011, 1012, 2012, 2011, 41],
+            "person_household_id": [1, 1, 2, 2, 3, 3, 4],
+        }
+    )
+    roots = ca.lineage_roots(person, household)
+    np.testing.assert_array_equal(roots, [12, 11, 11, 12, 12, 11, 41])
+    # Without CGT lineage everyone is their own root.
+    np.testing.assert_array_equal(
+        ca.lineage_roots(person, household[["household_id"]]), person["person_id"]
+    )
+    # A copy whose source is not in the frame cannot be keyed.
+    with pytest.raises(ValueError, match="no member at its rank"):
+        ca.lineage_roots(person.iloc[2:], household.iloc[1:])
+
+
+def test_a_source_and_its_copies_take_one_position() -> None:
+    """A source and its copies, sharing a draw, are placed as one record of
+    their joint weight, so they claim together, and every other record keeps
+    the position it took before the copy split the source's weight."""
+
+    strata = np.array([1, 1, 1, 1, 2])
+    identities = np.array([11, 11, 21, 31, 41], dtype="int64")
+    draws = stable_identity_uniforms(identities, seed=0, salt="test")
+    split = ca.lineage_balanced_positions(
+        strata,
+        draws,
+        np.array([0.5, 0.5, 1.0, 1.0, 1.0]),
+        identities=identities,
+        salt="test",
+    )
+    whole = ca.lineage_balanced_positions(
+        strata[1:],
+        draws[1:],
+        np.array([1.0, 1.0, 1.0, 1.0]),
+        identities=identities[1:],
+        salt="test",
+    )
+    assert split[0] == split[1]
+    np.testing.assert_array_equal(split[1:], whole)
+    # Distinct identities are placed as the balanced uniforms place them.
+    np.testing.assert_array_equal(
+        whole,
+        weight_balanced_uniforms(
+            strata[1:],
+            draws[1:],
+            np.ones(4),
+            starts=ca.stratum_starts(
+                strata[1:], salt="test", identities=identities[1:], draws=draws[1:]
+            ),
+        ),
+    )
+    with pytest.raises(ValueError, match="share their draw"):
+        ca.lineage_balanced_positions(
+            strata[:2],
+            np.array([0.1, 0.2]),
+            np.ones(2),
+            identities=identities[:2],
+            salt="test",
+        )
+
+
+def test_the_stage_draws_a_cgt_clone_with_the_carer_it_copies() -> None:
+    """Every carer and their CGT clone, each at half the carer's weight,
+    claim as the carer alone did at the whole weight (microcosm#1095 B5): a
+    clone drawn on its own identity would match its carer only by chance."""
+
+    n = 12
+    weights = np.random.default_rng(5).uniform(0.5, 2.0, n)
+    base = _frame(
+        care_hours=[40.0] * n,
+        reported=[0.0] * n,
+        weekly_pay=[200.0] * n,
+        weights=weights,
+    )
+    before = _run(base).frame.table("person").set_index("person_id")[_OUTPUT]
+    person = base.table("person")
+    benunit = base.table("benunit")
+    household = _cgt_lineage(base.table("household"))
+    for source in range(1, n + 1):
+        clone = household[household["household_id"] == source].copy()
+        clone["household_id"] = source + 100
+        clone["household_is_capital_gains_clone"] = True
+        members = person[person["person_household_id"] == source].copy()
+        members["person_id"] += 10_000
+        members["person_household_id"] = source + 100
+        members["person_benunit_id"] += 1_000
+        person = pd.concat([person, members], ignore_index=True)
+        benunit = pd.concat(
+            [benunit, pd.DataFrame({"benunit_id": members["person_benunit_id"]})],
+            ignore_index=True,
+        )
+        household = pd.concat([household, clone], ignore_index=True)
+    halved = np.r_[weights, weights] / 2.0
+    cloned = uk_national_frame(
+        person=person,
+        benunit=benunit.sort_values("benunit_id", ignore_index=True),
+        household=household,
+        time_period="2024",
+        weight_kind=WeightKind.DESIGN,
+        household_weights=halved,
+    )
+    after = _run(cloned).frame.table("person").set_index("person_id")[_OUTPUT]
+    pd.testing.assert_series_equal(after.loc[before.index], before)
+    clones = after.loc[before.index + 10_000]
+    np.testing.assert_array_equal(clones.to_numpy(), before.to_numpy())
+    assert 0 < before.sum() < n
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py
index 2a4aadcd62..e39e6c39bc 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_source_stages.py
@@ -101,11 +101,6 @@
 CHILD_BENEFIT_TAKE_UP_STAGE_NAMES = [
     "child_benefit_take_up",
 ]
-# microcosm#1319: the Carer's Allowance draw reads the post-SPI earnings and
-# the anchor the SPI income chain refreshes.
-CARERS_ALLOWANCE_TAKE_UP_STAGE_NAMES = [
-    "carers_allowance_take_up",
-]
 E9_STAGE_NAMES = [
     "uc_deduction_attributes",
 ]
@@ -119,6 +114,10 @@
     "cgt_residential_split",
     "hmrc_cgt_asset_type_spine",
     "salary_sacrifice",
+    # microcosm#1095 B5: the Carer's Allowance draw reads the earnings test on
+    # the pay salary sacrifice converts, each draw keyed on lineage so that a
+    # CGT copy claims with the member it copies (microcosm#1319).
+    "carers_allowance_take_up",
     "student_loans",
     # The copies' childcare re-draw runs after every copy stage, before the
     # private-school attendance ranks households on net income (which counts
@@ -151,7 +150,6 @@
     *UC_LEGACY_CLOSURE_TAKE_UP_STAGE_NAMES,
     *PENSION_CREDIT_TAKE_UP_STAGE_NAMES,
     *CHILD_BENEFIT_TAKE_UP_STAGE_NAMES,
-    *CARERS_ALLOWANCE_TAKE_UP_STAGE_NAMES,
     *E9_STAGE_NAMES,
     *E8_STAGE_NAMES,
 ]
@@ -225,7 +223,6 @@ def test_e5_and_e6_follow_e7_and_precede_the_uc_rewrites(self) -> None:
             *UC_LEGACY_CLOSURE_TAKE_UP_STAGE_NAMES,
             *PENSION_CREDIT_TAKE_UP_STAGE_NAMES,
             *CHILD_BENEFIT_TAKE_UP_STAGE_NAMES,
-            *CARERS_ALLOWANCE_TAKE_UP_STAGE_NAMES,
             *E9_STAGE_NAMES,
         ]
 
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_spine_acceptance_receipt.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_spine_acceptance_receipt.py
index 780c3eee19..b419b9069b 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_spine_acceptance_receipt.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_spine_acceptance_receipt.py
@@ -148,9 +148,10 @@ def _apply_pending_roster_transformations(
     assert "child_benefit_take_up" not in roster
     roster.insert(roster.index("pension_credit_take_up") + 1, "child_benefit_take_up")
     # microcosm#1319 re-mint pending: the Carer's Allowance draw reads the
-    # post-SPI earnings, right after the Child Benefit redraw.
+    # post-SPI earnings, right after salary_sacrifice, whose converted pay
+    # its earnings test reads (microcosm#1095 B5).
     assert "carers_allowance_take_up" not in roster
-    roster.insert(roster.index("child_benefit_take_up") + 1, "carers_allowance_take_up")
+    roster.insert(roster.index("salary_sacrifice") + 1, "carers_allowance_take_up")
     # microcosm#1095 re-mint pending: the SPI benefit pass runs after the last
     # UC report writer and before every UC, PC and CB consumer.
     assert "spi_benefit_coherence" not in roster
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_capital_coherence.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_capital_coherence.py
index a822fecec3..b10a09e7ee 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_capital_coherence.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_capital_coherence.py
@@ -64,18 +64,16 @@ def test_stage_orders_after_every_universal_credit_report_writer() -> None:
     assert reporter_writers
     assert all(index < coherence_index for index, _ in reporter_writers)
     # The Universal Credit redraw (microcosm#1334), the Move to UC claim draw
-    # (microcosm#1095), the Pension Credit take-up redraw (microcosm#1069 c7),
-    # the Child Benefit redraw (microcosm#1063 c8) and the Carer's Allowance
-    # draw (microcosm#1319) sit between the coherence stage and the deduction
-    # attributes; none writes a UC report.
+    # (microcosm#1095), the Pension Credit take-up redraw (microcosm#1069 c7)
+    # and the Child Benefit redraw (microcosm#1063 c8) sit between the
+    # coherence stage and the deduction attributes; none writes a UC report.
     assert [
-        stage.stage for stage in stages[coherence_index + 1 : coherence_index + 7]
+        stage.stage for stage in stages[coherence_index + 1 : coherence_index + 6]
     ] == [
         "uc_take_up",
         "uc_legacy_closure_take_up",
         "pension_credit_take_up",
         "child_benefit_take_up",
-        "carers_allowance_take_up",
         "uc_deduction_attributes",
     ]
 
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
index 88d0e46a9f..a8195a5a0e 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
@@ -98,7 +98,7 @@
       "artifacts": [],
       "grain": "person",
       "nonnegative_outputs": [],
-      "notes": "Runs after the SPI income chain, UC capital coherence and the Pension Credit and Child Benefit redraws, before CGT cloning, so every clone carries its source's draw (microcosm#1319). frs_spine sets would_claim_carers_allowance from reported receipt and the SPI income chain re-derives it from the refilled receipt on the rows it redraws, so that care_hours qualifies a carer for the Universal Credit carer element without paying the allowance to every carer (#882). A carer above the earnings limit cannot report the allowance, so no reform that widens it reached a carer who would claim once entitled: the April 2025 rise of the limit from \u00a3151 to \u00a3196 a week brought an estimated 61,000 more people into eligibility (Independent Review of Carer's Allowance Overpayments, July 2025, chapter 7). One temporary engine materialization at the survey year, on the frame's own values, gives each person's is_gainfully_employed_for_carers_allowance, is_severely_disabled_for_carers_allowance and carers_allowance_earnings (consumed only); the engine reads a year's parameters at 30 April, so the limit is 2024-25's \u00a3151. The allowance is paid only for caring for a severely disabled person (SSCBA 1992 s. 70(2)), which the care hours do not record (microcosm#1418): a carer whose largest in-household band alone reaches the hours (frs_care_hours_in_household) qualifies when another member of the household is severely disabled, and a carer whose largest in-household band does not reach them (care outside the household, or hours spread over bands; the allowance needs the hours for one person) joins on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member (Mar\u00eda's decision (a) of 2026-10-28). A person in that pool whose care_hours reach the engine's gov.dwp.carers_allowance.min_hours (35), who reports no allowance and whom the earnings test holds gainfully employed claims at the take-up contract's carers_allowance_newly_entitled rate (0.6, Mar\u00eda's ruling of 2026-10-20, sensitivity 0.45 to 0.75) on the person's identity-keyed uniform (seed 0, salt would_claim_carers_allowance), placed by weight within strata and rotated by a start drawn per stratum, so that each stratum claims the rate of its eligible weight to within one record and each eligible carer with probability equal to the rate (weight_balanced_uniforms, policyengine-uk's stratified_uniform with a random start; microcosm#1418 and the independent review of microcosm#1420): the route, whether the benefit unit reports a means-tested benefit at the survey year, and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three. would_claim = reported OR (eligible AND position < rate). A reporter stays true; a carer under the limit who reports no allowance stays false, as the survey records them entitled and not claiming. Scotland is drawn too (Mar\u00eda's ruling of 2026-10-23): there the flag is Carer Support Payment's, which policyengine-uk pays only under its own earnings limit from 2.146.1 (PolicyEngine/policyengine-uk#2473), and the receipt reports Scotland apart. The earnings test is read before salary_sacrifice moves some contributors' pension amounts out of their pay, so a drawn carer whom that conversion takes under the survey year's limit keeps the flag although the file then shows them entitled and not reporting. The stage rebuilds the flag from reported receipt and refuses a frame whose flag no longer follows it. Its receipt bands support on distinct source households (household_source_id), and gives a weighted total only where three or more carry it and a share only where neither of its sides rests on one or two; it lists each stratum's realised share against its target, and the stage refuses a take-up or pool stratum whose drawn weight misses its share by more than its heaviest record, the most the rotated placement allows, so the balance holds on every build (Anthony's reviews of microcosm#1420). The stage has no health gate.",
+      "notes": "Runs after the SPI income chain, UC capital coherence, the Pension Credit and Child Benefit redraws and salary_sacrifice, so the earnings test reads the pay salary sacrifice converts (microcosm#1095 B5); a CGT copy draws as the member it copies, placed with it as one record of their joint weight, so every clone carries its source's draw (microcosm#1319). frs_spine sets would_claim_carers_allowance from reported receipt and the SPI income chain re-derives it from the refilled receipt on the rows it redraws, so that care_hours qualifies a carer for the Universal Credit carer element without paying the allowance to every carer (#882). A carer above the earnings limit cannot report the allowance, so no reform that widens it reached a carer who would claim once entitled: the April 2025 rise of the limit from \u00a3151 to \u00a3196 a week brought an estimated 61,000 more people into eligibility (Independent Review of Carer's Allowance Overpayments, July 2025, chapter 7). One temporary engine materialization at the survey year, on the frame's own values, gives each person's is_gainfully_employed_for_carers_allowance, is_severely_disabled_for_carers_allowance and carers_allowance_earnings (consumed only); the engine reads a year's parameters at 30 April, so the limit is 2024-25's \u00a3151. The allowance is paid only for caring for a severely disabled person (SSCBA 1992 s. 70(2)), which the care hours do not record (microcosm#1418): a carer whose largest in-household band alone reaches the hours (frs_care_hours_in_household) qualifies when another member of the household is severely disabled, and a carer whose largest in-household band does not reach them (care outside the household, or hours spread over bands; the allowance needs the hours for one person) joins on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member (Mar\u00eda's decision (a) of 2026-10-28). A person in that pool whose care_hours reach the engine's gov.dwp.carers_allowance.min_hours (35), who reports no allowance and whom the earnings test holds gainfully employed claims at the take-up contract's carers_allowance_newly_entitled rate (0.6, Mar\u00eda's ruling of 2026-10-20, sensitivity 0.45 to 0.75) on the person's identity-keyed uniform (seed 0, salt would_claim_carers_allowance), placed by weight within strata and rotated by a start drawn per stratum, so that each stratum claims the rate of its eligible weight to within one record and each eligible carer with probability equal to the rate (weight_balanced_uniforms, policyengine-uk's stratified_uniform with a random start; microcosm#1418 and the independent review of microcosm#1420): the route, whether the benefit unit reports a means-tested benefit at the survey year, and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three. would_claim = reported OR (eligible AND position < rate). A reporter stays true; a carer under the limit who reports no allowance stays false, as the survey records them entitled and not claiming. Scotland is drawn too (Mar\u00eda's ruling of 2026-10-23): there the flag is Carer Support Payment's, which policyengine-uk pays only under its own earnings limit from 2.146.1 (PolicyEngine/policyengine-uk#2473), and the receipt reports Scotland apart. The earnings test is read before salary_sacrifice moves some contributors' pension amounts out of their pay, so a drawn carer whom that conversion takes under the survey year's limit keeps the flag although the file then shows them entitled and not reporting. The stage rebuilds the flag from reported receipt and refuses a frame whose flag no longer follows it. Its receipt bands support on distinct source households (household_source_id), and gives a weighted total only where three or more carry it and a share only where neither of its sides rests on one or two; it lists each stratum's realised share against its target, and the stage refuses a take-up or pool stratum whose drawn weight misses its share by more than its heaviest record, the most the rotated placement allows, so the balance holds on every build (Anthony's reviews of microcosm#1420). The stage has no health gate.",
       "operations": [
         {
           "consumed_only": true,
@@ -116,7 +116,7 @@
           "eligibility": "persons whose care_hours reach policyengine-uk's gov.dwp.carers_allowance.min_hours, who care for a severely disabled person, who report no Carer's Allowance, and whom is_gainfully_employed_for_carers_allowance holds gainfully employed at the survey year: the carers the earnings limit alone keeps from the allowance (a carer whose frs_care_hours_in_household reach min_hours cares for a severely disabled person when another member of the household is is_severely_disabled_for_carers_allowance at the survey year; a carer whose largest in-household band does not reach the hours does on a second identity-keyed uniform (salt carers_allowance_outside_household_pool), placed by weight within strata of survey-year means-tested receipt and earnings band, below the household-weighted share of the in-household carers reporting no allowance who have such a member). In Scotland the flag is Carer Support Payment's, which policyengine-uk pays under its own earnings limit from 2.146.1",
           "kind": "assign_binary_from_rate",
           "output": "would_claim_carers_allowance",
-          "rate_derivation": "the take-up contract's carers_allowance_newly_entitled rate, with the identity-keyed uniforms placed by weight within strata (the route (in-household or not), whether the benefit unit reports a means-tested benefit at the survey year (universal credit, housing benefit, income support, income-based JSA, income-related ESA, tax credits or pension credit), and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three; the pool's strata are the last two) and rotated by a start drawn per stratum, so that every stratum claims the rate of its eligible weight to within one record and every eligible carer claims with probability equal to the rate; would_claim = reported OR (eligible AND position < rate), so a reporter stays true and every other person false",
+          "rate_derivation": "the take-up contract's carers_allowance_newly_entitled rate, with the identity-keyed uniforms placed by weight within strata (the route (in-household or not), whether the benefit unit reports a means-tested benefit at the survey year (universal credit, housing benefit, income support, income-based JSA, income-related ESA, tax credits or pension credit), and the survey-year weekly earnings band, one weekly rate wide above the limit and open above three; the pool's strata are the last two) and rotated by a start drawn per stratum, so that every stratum claims the rate of its eligible weight to within one record and every eligible carer claims with probability equal to the rate; a CGT copy draws as the member it copies, placed with it as one record of their joint weight, so the two claim together; would_claim = reported OR (eligible AND position < rate), so a reporter stays true and every other person false",
           "rate_key": "carers_allowance_newly_entitled",
           "reported_true_anchor": "carers_allowance_reported > 0",
           "seed": 0
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index 25c11d5914..8f44ea01f3 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_price_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_fuel_code","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_private_fuel","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_contribution","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"879fdd6e1e5832b94af4259b1028f852470bbe2c3ab19b61ce5f92a2e9c12ec4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_price_band","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_fuel_code","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_private_fuel","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_contribution","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"6b2e0264fbac47dae5e1fc4fa9e980c5c2caf7f12f165129649a559f3ad7a154","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"2475738aee1e2bba3d93a759ee77b7b1a62e6a87feb07ac7b86c9150d2769009","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"4754ace499836c44b00c1c53a9ef5fd686d3a29108d0d546d7a11dcc37ee8807","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"b12912d2eee7e34ade513aa02dd554cbb26a7dc014155a031c53d1defe53a077","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before company_cars rewrites.","id":"company_cars.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage company_cars.","id":"company_cars","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.company_cars@1","mass":"conserve","outputs":[{"column":"company_car_list_price","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_co2_emissions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_fuel_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_electric_range","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_capital_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_private_fuel_provided","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"company_cars","stage_contract_sha256":"a4e0348ecb76f8550486df0682d4f2d6b7d2dee3038f5bbcf6bd0a347b7dfa6a","time_period":"2024"},"population":"company_cars.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"company_cars.boundary","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported","uc_is_in_gainful_self_employment"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"bf0389b9b72cd952ff1290dc190f2860497f6c68bb08dc2fa6f523bb33f59ab1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5022c27a480f057f8b8a4f87d9305ad00b1b9c724b225e37b02403b79b99f82e","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"7af04815a11c84990306ea0293606448cdce83bb57359fe3bb4ffbf592a39fb2","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f96c01de0180936596838a5cfb586e398ac33e521b4e2e58f6ed10c0dfd2fea8","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e250659703c5adff30913542045ec0a0a78993db0d097137cea9a69f912de99","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"2c5f860468ce64c1b7216e15d1f0f832d6dca5039b034af3e71470f4f682d21a","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"1f5bb5a59426d5a1f0a8ba40180b744725be29dea741a4e93924f4f55e9a7e11","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"bd7d87d11fb5271cd5a3e26a0268f2eaacb155fa87a9f4a8f00a6418b6da6b5c","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"c99071c19d0184440163f7ab49ee33cc19ad0ad4e2f6462ed50c36917b0da364","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"child_benefit_take_up.boundary","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"dc1f00f90dd7e3f09d7da9601c85b45f3145e4c053d237e1892b280b24d0978f","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"carers_allowance_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"88a0f5974de73dc778a782c9ce6e5f811e9d17e9eb86a30207bc9276134e53af","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"b5d27d6b6307acec73a9336a00ef3e4cd900164787362e1157a49ffaa8af50ef","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"57d73fd1e8673d747fed04bb73b3eb1a8b215f73b7d24dd5b191b10ecf1e505f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"722e19b00e13d98ce9fde4069ef6ebf3e30ed9143871bec788992a36b94b5e85","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"d653f391e521528a66aae725488c307945ed870203e3070c89766ecaae392624","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","salary_sacrifice_pre_conversion_pay","student_loan_repayments","student_loans"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"9fc3e3ecf333df38206c9627470ca0c1a9d8abbea7534f6367e01868fdc3081f","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage trading_allowance_receipts.","id":"trading_allowance_receipts","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","lifetime_isa_payments","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.trading_allowance_receipts@1","mass":"conserve","outputs":[{"column":"self_employment_gross_receipts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"trading_allowance_receipts","stage_contract_sha256":"f91329806570bd874750845816de96b28160e766e8e26bf1174cb0809ad8ff43","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_price_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_fuel_code","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_private_fuel","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_contribution","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"879fdd6e1e5832b94af4259b1028f852470bbe2c3ab19b61ce5f92a2e9c12ec4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_price_band","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_fuel_code","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_private_fuel","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_contribution","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"6b2e0264fbac47dae5e1fc4fa9e980c5c2caf7f12f165129649a559f3ad7a154","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"2475738aee1e2bba3d93a759ee77b7b1a62e6a87feb07ac7b86c9150d2769009","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"4754ace499836c44b00c1c53a9ef5fd686d3a29108d0d546d7a11dcc37ee8807","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"b12912d2eee7e34ade513aa02dd554cbb26a7dc014155a031c53d1defe53a077","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before company_cars rewrites.","id":"company_cars.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage company_cars.","id":"company_cars","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.company_cars@1","mass":"conserve","outputs":[{"column":"company_car_list_price","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_co2_emissions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_fuel_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_electric_range","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_capital_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_private_fuel_provided","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"company_cars","stage_contract_sha256":"a4e0348ecb76f8550486df0682d4f2d6b7d2dee3038f5bbcf6bd0a347b7dfa6a","time_period":"2024"},"population":"company_cars.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"company_cars.boundary","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported","uc_is_in_gainful_self_employment"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"bf0389b9b72cd952ff1290dc190f2860497f6c68bb08dc2fa6f523bb33f59ab1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5022c27a480f057f8b8a4f87d9305ad00b1b9c724b225e37b02403b79b99f82e","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"7af04815a11c84990306ea0293606448cdce83bb57359fe3bb4ffbf592a39fb2","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f96c01de0180936596838a5cfb586e398ac33e521b4e2e58f6ed10c0dfd2fea8","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e250659703c5adff30913542045ec0a0a78993db0d097137cea9a69f912de99","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"2c5f860468ce64c1b7216e15d1f0f832d6dca5039b034af3e71470f4f682d21a","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"1f5bb5a59426d5a1f0a8ba40180b744725be29dea741a4e93924f4f55e9a7e11","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"bd7d87d11fb5271cd5a3e26a0268f2eaacb155fa87a9f4a8f00a6418b6da6b5c","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"c99071c19d0184440163f7ab49ee33cc19ad0ad4e2f6462ed50c36917b0da364","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["child_benefit_opts_out","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"child_benefit_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"88a0f5974de73dc778a782c9ce6e5f811e9d17e9eb86a30207bc9276134e53af","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"b5d27d6b6307acec73a9336a00ef3e4cd900164787362e1157a49ffaa8af50ef","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"57d73fd1e8673d747fed04bb73b3eb1a8b215f73b7d24dd5b191b10ecf1e505f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"722e19b00e13d98ce9fde4069ef6ebf3e30ed9143871bec788992a36b94b5e85","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"d653f391e521528a66aae725488c307945ed870203e3070c89766ecaae392624","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"7cf2cf79bd0f9a92f2a334081a35c8bfe24a0b841131fb9a8b8aceee6caf2dba","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","student_loan_repayments","student_loans","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"carers_allowance_take_up.boundary","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"9fc3e3ecf333df38206c9627470ca0c1a9d8abbea7534f6367e01868fdc3081f","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage trading_allowance_receipts.","id":"trading_allowance_receipts","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","lifetime_isa_payments","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.trading_allowance_receipts@1","mass":"conserve","outputs":[{"column":"self_employment_gross_receipts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"trading_allowance_receipts","stage_contract_sha256":"f91329806570bd874750845816de96b28160e766e8e26bf1174cb0809ad8ff43","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}

From 34632451168209bd9d5dfdc4da491ae88b6af13b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Mon, 2 Nov 2026 16:21:56 +0000
Subject: [PATCH 41/44] Draw Carer's Allowance stratum starts per stratum when
 a lineage spans two

B-1's first spine stopped at carers_allowance_take_up: "Carer's Allowance
identities must name each record once". Salary sacrifice draws each CGT
copy's pay on its own id, so a copy's earnings band, and so its stratum,
can differ from its source's, and the lineage is then a record of each
stratum. stratum_starts keys each stratum on its own members but refused
an identity repeated across strata, so the starts are now drawn stratum by
stratum, where an identity names one record. Positions where no lineage
spans two strata are unchanged.

Two tests cover it: a lineage in two strata is placed as each stratum
alone, and the stage draws a clone whose pay left its source's band. Both
fail on the single call.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../uk_runtime/carers_allowance_take_up.py    | 18 +++++-
 .../uk/test_uk_carers_allowance_take_up.py    | 64 +++++++++++++++++++
 2 files changed, 79 insertions(+), 3 deletions(-)

diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/carers_allowance_take_up.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/carers_allowance_take_up.py
index 04b2917583..8bba385ec4 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/carers_allowance_take_up.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/carers_allowance_take_up.py
@@ -467,6 +467,11 @@ def lineage_balanced_positions(
     and claim together, as when the stage ran before the CGT clones split the
     source's weight (microcosm#1095 B5). Rows of distinct identities are placed
     exactly as ``weight_balanced_uniforms`` places them.
+
+    One lineage can sit in two strata, as a record of each: salary sacrifice
+    draws each copy's pay on its own id, so a copy's earnings band can differ
+    from its source's. Each stratum's start is keyed on its own members, so the
+    starts are drawn stratum by stratum, where an identity names one record.
     """
 
     strata = np.asarray(strata)
@@ -486,13 +491,20 @@ def lineage_balanced_positions(
         raise ValueError("Rows of one lineage must share their draw.")
     record_strata = unique.get_level_values(0).to_numpy()
     record_identities = unique.get_level_values(1).to_numpy()
+    starts = np.empty(len(unique), dtype=np.float64)
+    for code in pd.unique(record_strata):
+        members = record_strata == code
+        starts[members] = stratum_starts(
+            record_strata[members],
+            salt=salt,
+            identities=record_identities[members],
+            draws=low[members],
+        )
     positions = weight_balanced_uniforms(
         record_strata,
         low,
         np.bincount(record, weights=weights, minlength=len(unique)),
-        starts=stratum_starts(
-            record_strata, salt=salt, identities=record_identities, draws=low
-        ),
+        starts=starts,
     )
     return np.asarray(positions, dtype=np.float64)[record]
 
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_carers_allowance_take_up.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_carers_allowance_take_up.py
index 029bc4efcf..6cb4ba6183 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_carers_allowance_take_up.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_carers_allowance_take_up.py
@@ -1279,3 +1279,67 @@ def test_the_stage_draws_a_cgt_clone_with_the_carer_it_copies() -> None:
     clones = after.loc[before.index + 10_000]
     np.testing.assert_array_equal(clones.to_numpy(), before.to_numpy())
     assert 0 < before.sum() < n
+
+
+def test_a_lineage_in_two_strata_is_placed_in_each() -> None:
+    """Salary sacrifice draws a copy's pay on its own id, so a copy's earnings
+    band, and so its stratum, can differ from its source's. The lineage is then
+    a record of each stratum, each placed with its own stratum's start, as if
+    each stratum were placed alone (B-1's first spine, microcosm#1095 B5)."""
+
+    strata = np.array([1, 2, 1, 2])
+    identities = np.array([11, 11, 21, 31], dtype="int64")
+    draws = stable_identity_uniforms(identities, seed=0, salt="test")
+    weights = np.array([0.5, 0.5, 1.0, 1.0])
+    positions = ca.lineage_balanced_positions(
+        strata, draws, weights, identities=identities, salt="test"
+    )
+    for code in (1, 2):
+        rows = strata == code
+        np.testing.assert_array_equal(
+            positions[rows],
+            ca.lineage_balanced_positions(
+                strata[rows],
+                draws[rows],
+                weights[rows],
+                identities=identities[rows],
+                salt="test",
+            ),
+        )
+
+
+def test_the_stage_draws_a_clone_whose_pay_left_its_source_s_band() -> None:
+    """A CGT clone whose pay salary sacrifice moved into another earnings band
+    draws in that band's stratum, keyed on its source, and every stratum still
+    claims its rate to within one record (microcosm#1095 B5)."""
+
+    n = 12
+    base = _frame(care_hours=[40.0] * n, reported=[0.0] * n, weekly_pay=[200.0] * n)
+    person = base.table("person")
+    household = _cgt_lineage(base.table("household"))
+    clone = household[household["household_id"] == 1].copy()
+    clone["household_id"] = 101
+    clone["household_is_capital_gains_clone"] = True
+    members = person[person["person_household_id"] == 1].copy()
+    members["person_id"] += 10_000
+    members["person_household_id"] = 101
+    members["person_benunit_id"] += 1_000
+    # The clone's pay sits three weekly rates above the limit.
+    members.loc[members["care_hours"] > 0, "employment_income"] = 600.0 * 52.0
+    benunit = pd.concat(
+        [
+            base.table("benunit"),
+            pd.DataFrame({"benunit_id": members["person_benunit_id"]}),
+        ],
+        ignore_index=True,
+    ).sort_values("benunit_id", ignore_index=True)
+    cloned = uk_national_frame(
+        person=pd.concat([person, members], ignore_index=True),
+        benunit=benunit,
+        household=pd.concat([household, clone], ignore_index=True),
+        time_period="2024",
+        weight_kind=WeightKind.DESIGN,
+        household_weights=np.r_[0.5, np.ones(n - 1), 0.5],
+    )
+    result = _run(cloned).frame.table("person").set_index("person_id")[_OUTPUT]
+    assert result.loc[[11, 10_011]].notna().all()

From 7f8ebb5917faf6b408f95ff65c7c2f101e8ac88b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Mon, 2 Nov 2026 17:32:02 +0000
Subject: [PATCH 42/44] Draw Scottish owners' council-tax bands from their
 council area's mix (#1095 B12)

The dense build's post-geography band node now draws each Scottish owner
clone's band from its council area's chargeable dwellings by band, A to H,
at September 2025 (Scottish Government CTAXBASE 2025), at the same uniform
as its value: its rank among Scotland's owners. The counts are vendored
from Chronicle 08962f1b into uk/scotgov_chargeable_dwellings_by_band.json
(256 rows, 32 council areas) and pinned as the graph source
uk_scotgov_band_mix, with a --scotgov-band-mix option beside
--voa-band-mix. Renters keep their band, as in England and Wales, and so
does Northern Ireland. The national build does not localise property, so
it does not change.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 ...cottish-owner-council-tax-bands.changed.md |     1 +
 docs/uk-full-build-graph.md                   |     2 +-
 .../microcosm/build/uk/country_package.json   |     5 +
 .../uk/ledger_fact_vendor_selections.json     |    34 +
 .../scotgov_chargeable_dwellings_by_band.json | 11062 ++++++++++++++++
 .../build/uk_runtime/full_build_cli.py        |    13 +-
 .../build/uk_runtime/graph_population.py      |    53 +-
 .../build/uk_runtime/property_localisation.py |   148 +-
 .../engine_free/shared/test_country_spec.py   |     4 +
 .../uk/test_uk_property_localisation.py       |    86 +
 .../uk_atomic_support_fixtures.py             |    39 +-
 11 files changed, 11419 insertions(+), 28 deletions(-)
 create mode 100644 changelog.d/1095-uk-scottish-owner-council-tax-bands.changed.md
 create mode 100644 packages/microcosm-build/src/microcosm/build/uk/scotgov_chargeable_dwellings_by_band.json

diff --git a/changelog.d/1095-uk-scottish-owner-council-tax-bands.changed.md b/changelog.d/1095-uk-scottish-owner-council-tax-bands.changed.md
new file mode 100644
index 0000000000..15f6be5d92
--- /dev/null
+++ b/changelog.d/1095-uk-scottish-owner-council-tax-bands.changed.md
@@ -0,0 +1 @@
+The UK dense build's post-geography band node now draws each Scottish owner clone's council-tax band from its council area's chargeable dwellings by band, A to H, at September 2025 (Scottish Government CTAXBASE 2025), at the same uniform as its value, its rank among Scotland's owners (microcosm#1095 B12). The counts are vendored from Chronicle into `uk/scotgov_chargeable_dwellings_by_band.json` and pinned as the graph source `uk_scotgov_band_mix`, beside the VOA mix England and Wales draw from. Renters keep their band, as in England and Wales, and so does Northern Ireland. The band node's receipt reports Scotland apart. The national build does not localise property, so it does not change.
diff --git a/docs/uk-full-build-graph.md b/docs/uk-full-build-graph.md
index af26f78b6b..244a753c4e 100644
--- a/docs/uk-full-build-graph.md
+++ b/docs/uk-full-build-graph.md
@@ -24,7 +24,7 @@ uv run --no-sync python tools/build_uk_full.py --release-role dense \
 
 The three atomic-area supports are the artifacts pinned in `uk/uk_atomic_area_supports.provenance.json` and `uk/spec/sources.yaml` (built by `tools/build_uk_atomic_area_supports.py` from the published ONS, NRS and NISRA lookups; publisher registration PolicyEngine/chronicle#269). `--geography-assignment atomic` is the default and requires all three; `--atomic-support-sha256-{ew,scotland,ni}` pin them like `--ladder-sha256`, and a release candidate requires all four pins. `--geography-assignment legacy` keeps the previous sequential ladder draw for measurement builds, takes no supports, and is refused by `--release-candidate`.
 
-After derivation, `--property-localisation price_paid` (the default, atomic assignment only) runs the microcosm#1240 value and band nodes: every owner clone in England and Wales reads its `main_residence_value` off its assigned constituency's uprated Land Registry sale distribution at the household's weighted rank among its FRS region's owners (one keyed uniform per spine household, shared by all of its pool clones; high-value support copies take a keyed rank inside the top stratum), `property_wealth` moves by the same amount, and `council_tax_band` is drawn from the assigned LSOA's VOA band mix at the same uniform (owner-occupiers only: the mix counts every dwelling, so renters keep the spine's band). The two resources default to the committed `uk/high_value_home_value_knots.json` and `uk/voa_council_tax_band_mix_lsoa.json`; `--price-paid-quantiles` and `--voa-band-mix` name other bytes with `--price-paid-quantiles-sha256` and `--voa-band-mix-sha256` pins, and a release candidate must build on the committed resources. `--property-localisation none` keeps the spine's values and bands on every clone, for measurement builds only; `--release-candidate` refuses it. The quantile draw is a typed artifact of the value node that the band node and `uk.full.pool` consume, so the checkpoint binds the draw and its resource digests. The high-value support copies are ranked beside their root, so the owner mass at or above the stratum stays the selected share. The two resources and the derived stock carry the publishers' attribution statements (`licence` block): Price Paid and the UK HPI are HM Land Registry data © Crown copyright and database right 2026 under the Open Government Licence v3.0; the NSPL carries the OS and Royal Mail notices with ONS's OGL statement; the VOA, census and OBR inputs are OGL v3.0.
+After derivation, `--property-localisation price_paid` (the default, atomic assignment only) runs the microcosm#1240 value and band nodes: every owner clone in England and Wales reads its `main_residence_value` off its assigned constituency's uprated Land Registry sale distribution at the household's weighted rank among its FRS region's owners (one keyed uniform per spine household, shared by all of its pool clones; high-value support copies take a keyed rank inside the top stratum), `property_wealth` moves by the same amount, and `council_tax_band` is drawn from the assigned LSOA's VOA band mix at the same uniform (owner-occupiers only: the mix counts every dwelling, so renters keep the spine's band). A Scottish owner clone draws its band the same way, at the same uniform, from its council area's chargeable dwellings by band, A to H, at September 2025 (Scottish Government CTAXBASE 2025, vendored from Chronicle into `uk/scotgov_chargeable_dwellings_by_band.json`; microcosm#1095 B12); Scottish renters and Northern Ireland keep the spine's band. The three resources default to the committed `uk/high_value_home_value_knots.json`, `uk/voa_council_tax_band_mix_lsoa.json` and `uk/scotgov_chargeable_dwellings_by_band.json`; `--price-paid-quantiles`, `--voa-band-mix` and `--scotgov-band-mix` name other bytes with `--price-paid-quantiles-sha256`, `--voa-band-mix-sha256` and `--scotgov-band-mix-sha256` pins, and a release candidate must build on the committed resources. `--property-localisation none` keeps the spine's values and bands on every clone, for measurement builds only; `--release-candidate` refuses it. The quantile draw is a typed artifact of the value node that the band node and `uk.full.pool` consume, so the checkpoint binds the draw and its resource digests. The high-value support copies are ranked beside their root, so the owner mass at or above the stratum stays the selected share. The knots and VOA resources and the derived stock carry the publishers' attribution statements (`licence` block): Price Paid and the UK HPI are HM Land Registry data © Crown copyright and database right 2026 under the Open Government Licence v3.0; the NSPL carries the OS and Royal Mail notices with ONS's OGL statement; the VOA, census and OBR inputs are OGL v3.0.
 
 After derivation, `--brma-localisation area` (the default, atomic assignment only) runs the microcosm#1262 node `uk.full.geography.brma`: every placed clone in Great Britain takes the Broad Rental Market Area of its assigned area from the committed `uk/brma_area_layer.json` (England and Wales by 2021 LSOA, Scotland by 2022 output area), so its BRMA, Local Housing Allowance rate, local authority and constituency describe one place. The spine's `frs_brma` stage draws a BRMA within the FRS region before any household has an area, so without the node every clone of a household keeps that one draw wherever it lands. Northern Ireland has no open BRMA geography and keeps the spine's draw; so does the national line, which has no areas. The node is deterministic, fails closed on an area the layer does not hold or places in another FRS region, and the terminal gate `uk_local_brma_enum_domain` rechecks the rewritten column against the engine's enum before export. `--brma-area-layer` names other layer bytes with a `--brma-area-layer-sha256` pin; a release candidate must build on the committed layer and refuses `--brma-localisation none`, which is for measurement builds only. `tools/build_uk_brma_area_layer.py` rebuilds the layer from Chronicle's raw registrations (population-weighted centroids in the VOA, Rent Officers Wales and Scottish Government polygons, Scotland corrected by Rent Service Scotland's postcode lookup) and the atomic supports.
 
diff --git a/packages/microcosm-build/src/microcosm/build/uk/country_package.json b/packages/microcosm-build/src/microcosm/build/uk/country_package.json
index c50932797c..2dee087e5d 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/country_package.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/country_package.json
@@ -112,6 +112,11 @@
       "kind": "legacy_json",
       "schema_id": "legacy_json"
     },
+    {
+      "path": "scotgov_chargeable_dwellings_by_band.json",
+      "kind": "legacy_json",
+      "schema_id": "legacy_json"
+    },
     {
       "path": "dwp_move_to_uc_facts.json",
       "kind": "legacy_json",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/ledger_fact_vendor_selections.json b/packages/microcosm-build/src/microcosm/build/uk/ledger_fact_vendor_selections.json
index 5a6e274e4a..6e1c6e15bc 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/ledger_fact_vendor_selections.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/ledger_fact_vendor_selections.json
@@ -1919,6 +1919,40 @@
           "expected_row_count": 26
         }
       ]
+    },
+    {
+      "resource": "scotgov_chargeable_dwellings_by_band.json",
+      "purpose": "The Scottish Government's chargeable dwellings by council-tax band, A to H, for each of the 32 council areas at September 2025 (CTAXBASE 2025). Consumed by the post-geography band node, which draws each Scottish owner clone's band from its council area's mix at the clone's rank among Scotland's owners (microcosm#1095 B12).",
+      "consumers": [
+        "uk_runtime.property_localisation"
+      ],
+      "planned_consumers": [],
+      "selections": [
+        {
+          "label": "ctaxbase_2025_chargeable_dwellings_by_band",
+          "selector": {
+            "source_name": "scotgov",
+            "source_concept": [
+              "scotgov.chargeable_dwellings_band_a",
+              "scotgov.chargeable_dwellings_band_b",
+              "scotgov.chargeable_dwellings_band_c",
+              "scotgov.chargeable_dwellings_band_d",
+              "scotgov.chargeable_dwellings_band_e",
+              "scotgov.chargeable_dwellings_band_f",
+              "scotgov.chargeable_dwellings_band_g",
+              "scotgov.chargeable_dwellings_band_h"
+            ],
+            "period_type": "month",
+            "period_value": [
+              "2025-09"
+            ],
+            "geography_level": [
+              "local_authority"
+            ]
+          },
+          "expected_row_count": 256
+        }
+      ]
     }
   ]
 }
diff --git a/packages/microcosm-build/src/microcosm/build/uk/scotgov_chargeable_dwellings_by_band.json b/packages/microcosm-build/src/microcosm/build/uk/scotgov_chargeable_dwellings_by_band.json
new file mode 100644
index 0000000000..9b0fe87973
--- /dev/null
+++ b/packages/microcosm-build/src/microcosm/build/uk/scotgov_chargeable_dwellings_by_band.json
@@ -0,0 +1,11062 @@
+{
+  "schema_version": 1,
+  "country": "uk",
+  "kind": "uk_vendored_ledger_facts",
+  "resource": "scotgov_chargeable_dwellings_by_band.json",
+  "purpose": "The Scottish Government's chargeable dwellings by council-tax band, A to H, for each of the 32 council areas at September 2025 (CTAXBASE 2025). Consumed by the post-geography band node, which draws each Scottish owner clone's band from its council area's mix at the clone's rank among Scotland's owners (microcosm#1095 B12).",
+  "consumers": [
+    "uk_runtime.property_localisation"
+  ],
+  "planned_consumers": [],
+  "policy": "Rows are copied verbatim from the pinned Chronicle consumer feed named in source_fact_feed; every value is a publisher-stated fact. Consumers declare their own arithmetic on these rows and never edit this file by hand: regenerate it with tools/vendor_uk_ledger_facts.py.",
+  "generator": {
+    "tool": "tools/vendor_uk_ledger_facts.py",
+    "version": 1
+  },
+  "source_fact_feed": {
+    "source_repo": "PolicyEngine/chronicle",
+    "source_commit": "08962f1b893fc1ba3b7bdd3d800c7e867318951a",
+    "build": "build-bundle --suite uk -> build-consumer-artifact",
+    "artifact_schema_version": "policyengine_ledger.consumer_artifact.v2",
+    "fact_row_count": 1512256,
+    "facts_sha256": "11b20b4333270e269a5cbfe6302eb4986851990b340ef02d948eb71d62c12d5c",
+    "manifest_sha256": "96faf0e33686682cf37e8fa9511727571b3f8221f15bbc21591b799af87de722"
+  },
+  "selections": [
+    {
+      "label": "ctaxbase_2025_chargeable_dwellings_by_band",
+      "selector": {
+        "source_name": "scotgov",
+        "source_concept": [
+          "scotgov.chargeable_dwellings_band_a",
+          "scotgov.chargeable_dwellings_band_b",
+          "scotgov.chargeable_dwellings_band_c",
+          "scotgov.chargeable_dwellings_band_d",
+          "scotgov.chargeable_dwellings_band_e",
+          "scotgov.chargeable_dwellings_band_f",
+          "scotgov.chargeable_dwellings_band_g",
+          "scotgov.chargeable_dwellings_band_h"
+        ],
+        "period_type": "month",
+        "period_value": [
+          "2025-09"
+        ],
+        "geography_level": [
+          "local_authority"
+        ]
+      },
+      "row_count": 256
+    }
+  ],
+  "row_count": 256,
+  "rows": [
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a64c3ca533b6a878f23d0e1d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a896f31eee2b0eb8ffbfdec3",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000005.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000005",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000005",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5931
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e556016c6d8e9360bd10d828",
+      "semantic_fact_key": "ledger_semantic_fact_v2_c6d0c9476882f26b230033da",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000006.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000006",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000006",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 10409
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f98a8228005a13edcfc86d22",
+      "semantic_fact_key": "ledger_semantic_fact_v2_6006109bea6dba825ace8df6",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000008.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000008",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000008",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 24798
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d849708084a434e7bf4d182a",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1e443651dd0f9721706888e5",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000010.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000010",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000010",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1113
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8d9525de5a3a231681840271",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1bf06dd518e76bbc38c13453",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000011.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000011",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000011",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1202
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_cb7ab41a87525e05b39a19f7",
+      "semantic_fact_key": "ledger_semantic_fact_v2_07d65fe47f83c66e30abf997",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000013.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000013",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000013",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4568
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_dd04f8e79a7f1164b5786530",
+      "semantic_fact_key": "ledger_semantic_fact_v2_428b2af2b3e7b9800b225cd9",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000014.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000014",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000014",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 21249
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_143acf966e4c6cb88e475f30",
+      "semantic_fact_key": "ledger_semantic_fact_v2_05cbfa82f6a0e34164fd182a",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000017.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000017",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000017",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 18253
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5b03e8f9070ed59eb5785f31",
+      "semantic_fact_key": "ledger_semantic_fact_v2_99d957e96145683da19a4df4",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000018.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000018",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000018",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 17422
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_816688acc16e196f36823136",
+      "semantic_fact_key": "ledger_semantic_fact_v2_78742f809bd9505c11d38949",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000019.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000019",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000019",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 919
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5b1d18ea1a5e5d7b0036b12c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1139da4496afd1761b0dea74",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000020.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000020",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000020",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 11189
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_6a30096f919c3fa8664d8f38",
+      "semantic_fact_key": "ledger_semantic_fact_v2_92af905ba6b5d2bea544ad66",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000021.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000021",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000021",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 20491
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_b366d7ea83a53e6360021b07",
+      "semantic_fact_key": "ledger_semantic_fact_v2_07a79ef969711e6a96201b74",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000023.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000023",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000023",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2106
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e3c9618a55c1e2895d24a7ed",
+      "semantic_fact_key": "ledger_semantic_fact_v2_30217cb38e21dfd5a36b699d",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000026.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000026",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000026",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 15664
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_7ee9c614b2e2c3c97e90f354",
+      "semantic_fact_key": "ledger_semantic_fact_v2_10c7880fa3b50a63ff88e4d6",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000027.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000027",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000027",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2848
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_cfd4e954e43d216a1fb0cfca",
+      "semantic_fact_key": "ledger_semantic_fact_v2_6e23e69a137c7cd06c27d675",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000028.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000028",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000028",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6684
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d546b229d3e49135c4615308",
+      "semantic_fact_key": "ledger_semantic_fact_v2_935b6c507c6b2a375c2520b4",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000029.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000029",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000029",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 34485
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f203c4502e2941cdb9544bf2",
+      "semantic_fact_key": "ledger_semantic_fact_v2_f68bd4908392b3c1d69830f5",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000030.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000030",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000030",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5336
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_88044d8c295d2bdd39e108d2",
+      "semantic_fact_key": "ledger_semantic_fact_v2_872896b90dadbbe1b4cf192d",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000033.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000033",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000033",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 20080
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9b0a276c43d6df5390bb98aa",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b4b2c848f41439606052c9cd",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000034.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000034",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000034",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 19137
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_bca73ea29656583387ee300e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e08c77c00e9913f57074e87a",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000035.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000035",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000035",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7079
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_53ed32fe4e7c3b7966d2c8a0",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e7e409e99daef79dcefc60ce",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000036.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000036",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000036",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 20539
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_cc23a057f87f1a1f114f1a6c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_71c8cd910a1f6fa746899f32",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000038.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000038",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000038",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 11261
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_711bdb81a8229fc932e8de3e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4fb10445ca59abf5a380edd2",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000039.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000039",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000039",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7179
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_72f48951dac1a70604634bc7",
+      "semantic_fact_key": "ledger_semantic_fact_v2_38aa7149642323d34173cdf9",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000040.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000040",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000040",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 16799
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_b62457ab0fef87e14ada89b8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_fd74366ddec6b0d8b361edfb",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000041.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000041",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000041",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 14223
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9de8d5b550fffa3a25e27630",
+      "semantic_fact_key": "ledger_semantic_fact_v2_ff524b43b4d3e4f013a8ac76",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000042.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000042",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000042",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 25080
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8dde979539a5689400209566",
+      "semantic_fact_key": "ledger_semantic_fact_v2_db5b1f6b4eb6bdf4e4fe1475",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000045.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000045",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000045",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1007
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8e187d1082606f8b3f123209",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1bff5029cb241de5cfd8a1c5",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000047.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000047",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000047",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 38349
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a57232044dfa80238288128a",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a8014a6376f5293e7f4258ea",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000048.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000048",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000048",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 8116
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_56ea04de58cfc99d56499518",
+      "semantic_fact_key": "ledger_semantic_fact_v2_f14aae6efa85954fd2d63d68",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000049.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000049",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000049",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 55147
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_cb05160e6a76c8f190eb9eef",
+      "semantic_fact_key": "ledger_semantic_fact_v2_93a678741f2ab79f84d89e28",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000050.band_a",
+      "concept": "scotgov.chargeable_dwellings_band_a",
+      "measure_id": "band_a",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000050",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000050",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 50044
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a610b6601b0df6b9672b5e0e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_c8461653fbfda4c30e2f7f23",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000005.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000005",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000005",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7114
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_ef5f70a50dc1a1afe5300aaa",
+      "semantic_fact_key": "ledger_semantic_fact_v2_40afe6854c3a69f12276a261",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000006.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000006",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000006",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 21992
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_3837c0b7f6b9e474d7ad7d1f",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1bc74b0c5d8d5e6f17c6fa22",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000008.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000008",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000008",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9101
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_2bda5f582edfbc2d63b79ba8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_839396def981b596b28f41e0",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000010.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000010",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000010",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9222
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_bab56be2a27b07632308d512",
+      "semantic_fact_key": "ledger_semantic_fact_v2_dd92f023416277150833e7bb",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000011.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000011",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000011",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5031
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_b9b2ebbb08f765066601f42e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_cc4f652ce51e8167b9d04f9f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000013.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000013",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000013",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3809
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_2987ed8b3019f9df3613980d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_2b4c71bd30986d0e32dbbfab",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000014.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000014",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000014",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 18991
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_7052b41593b358bfa5bcd825",
+      "semantic_fact_key": "ledger_semantic_fact_v2_05260e5ec0d2a8809f8b3293",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000017.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000017",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000017",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 22729
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e6aca9d2cc55e6fea7772191",
+      "semantic_fact_key": "ledger_semantic_fact_v2_80559877c5e37b0d962fc03a",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000018.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000018",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000018",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6013
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_4d0b351d3273976073425770",
+      "semantic_fact_key": "ledger_semantic_fact_v2_2506630512f4fc3563ce2851",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000019.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000019",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000019",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 12427
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_4d6143b236fb0224bbb3b638",
+      "semantic_fact_key": "ledger_semantic_fact_v2_fef76c682abccd850dea1b08",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000020.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000020",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000020",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 10202
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_87ac791d28571dfe69265d3d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d2906f3d4c6057edfc80f965",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000021.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000021",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000021",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 18169
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a2d21f7a8eec0ef32d99ae32",
+      "semantic_fact_key": "ledger_semantic_fact_v2_ac5dec28d16c0b788f7fe17b",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000023.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000023",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000023",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2814
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_6de0e1cd1e87da27ab8206c0",
+      "semantic_fact_key": "ledger_semantic_fact_v2_562610e38240fdfc545a38db",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000026.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000026",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000026",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 12387
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_fb7fd7de41fe444a6dacb452",
+      "semantic_fact_key": "ledger_semantic_fact_v2_5ca1954281b26c66fdd62507",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000027.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000027",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000027",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1812
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_115cd1ad51cb582a7cf59ec6",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d1f93f134877f418caa75478",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000028.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000028",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000028",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 12512
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_c6ef68f0c86d53220f22feca",
+      "semantic_fact_key": "ledger_semantic_fact_v2_da0b483913388ab94845d9a3",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000029.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000029",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000029",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 29815
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_649a0200a4c8a95ccc7a5103",
+      "semantic_fact_key": "ledger_semantic_fact_v2_9e091a9d8032a605a9f43a43",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000030.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000030",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000030",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 8288
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_4328caf0c5f0bd00b9edd216",
+      "semantic_fact_key": "ledger_semantic_fact_v2_946474ea7d1fb982803cc7ce",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000033.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000033",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000033",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 26983
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_125237c21a773be508cd0ee7",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e6b9458f058a56ea71a34c87",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000034.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000034",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000034",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 15689
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_667f809a1b289eaafa5c30db",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7ef20fab812a76ae9839e256",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000035.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000035",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000035",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9849
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_415a6864c7d09c008c76d7a6",
+      "semantic_fact_key": "ledger_semantic_fact_v2_bb067461b08c8a2a6f01ea36",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000036.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000036",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000036",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 45381
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_64fde84d1f346701124b4c96",
+      "semantic_fact_key": "ledger_semantic_fact_v2_af487170fcf9a8ecd2392579",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000038.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000038",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000038",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 24360
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_80c5aba4ce33b87c9e9af3c8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_8803ee196f659159a6071985",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000039.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000039",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000039",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 16446
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5e4f8b070f212be23f36922c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0150019560d688e0405359ff",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000040.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000040",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000040",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 24561
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_bae02fd2011984d50ddfae26",
+      "semantic_fact_key": "ledger_semantic_fact_v2_81791a6902196db71a024e9e",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000041.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000041",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000041",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 12595
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_92eb9fcaab94f104a78aaaa4",
+      "semantic_fact_key": "ledger_semantic_fact_v2_34fbeedd622f9356d32eccd5",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000042.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000042",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000042",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 16065
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e5e6638b6f1867fcb0c7d1bb",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4d9296b4897309796fd3ad7a",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000045.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000045",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000045",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3565
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_33a6070d63d044d69662d06e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_052d41f7fa8e12c5bc539862",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000047.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000047",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000047",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 47026
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9a7e554a0e62e4774f709eeb",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7104916758002c8f05029f88",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000048.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000048",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000048",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 14442
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_afaf3d1f59f83d47bf961cfb",
+      "semantic_fact_key": "ledger_semantic_fact_v2_c801ffc9b1b00c055df97ca1",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000049.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000049",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000049",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 76975
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_35b809b22e44bcd174b14e1e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_cefab38c6ceefa9523cc3539",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000050.band_b",
+      "concept": "scotgov.chargeable_dwellings_band_b",
+      "measure_id": "band_b",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000050",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000050",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 37340
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_de58e3f44833106793cbe659",
+      "semantic_fact_key": "ledger_semantic_fact_v2_3ef1a9613efa3ba48dfd8806",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000005.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000005",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000005",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2128
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_59d26fd539ae4f6c1c046baa",
+      "semantic_fact_key": "ledger_semantic_fact_v2_c4de6276ad822f0aba8e9b02",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000006.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000006",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000006",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 12269
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_843627bc82c000330b214962",
+      "semantic_fact_key": "ledger_semantic_fact_v2_2024c525237e74c61f926ad6",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000008.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000008",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000008",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5739
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_891d950e4aead0a598813bf3",
+      "semantic_fact_key": "ledger_semantic_fact_v2_820ca501d8bbe57f11d3023b",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000010.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000010",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000010",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 15232
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_0e1795458166e2232e2782b6",
+      "semantic_fact_key": "ledger_semantic_fact_v2_46965f79980793d8e81f82b8",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000011.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000011",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000011",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4003
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_02d3da4c6f401bd49d22a094",
+      "semantic_fact_key": "ledger_semantic_fact_v2_174a9e73ee1bd85c8278e920",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000013.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000013",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000013",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2787
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5e8671aaf9b3d913fcb0a112",
+      "semantic_fact_key": "ledger_semantic_fact_v2_02cc99bf193655f64649e5ab",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000014.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000014",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000014",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7050
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_463645ba0b73333bcb3abfcb",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a1ad679dce4a7db5538ae988",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000017.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000017",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000017",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 24549
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_63ccadd86930c8219d6b0f74",
+      "semantic_fact_key": "ledger_semantic_fact_v2_dfb16aea068b88eb3f1cc2d0",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000018.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000018",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000018",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3720
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_c4b431358bd00c889b216098",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b2493516102c2c065eb0cdb5",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000019.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000019",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000019",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 11087
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_490c62375c572204535b62c4",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a1b742804fe4c6742412bd2a",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000020.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000020",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000020",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7030
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e6e0213426811ff7cfd58464",
+      "semantic_fact_key": "ledger_semantic_fact_v2_9f36a75389de3b10f2f67666",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000021.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000021",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000021",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7614
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_c1f2fd1303456bb965630850",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a19d4a545e52ed2045c4f721",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000023.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000023",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000023",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2442
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_94d263ac8f5b52f4eb305c09",
+      "semantic_fact_key": "ledger_semantic_fact_v2_44b8d1554467f974d747845f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000026.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000026",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000026",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7235
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_3299023e79ba794a00ec4b01",
+      "semantic_fact_key": "ledger_semantic_fact_v2_dce8dbec101b4a954b3bcfa8",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000027.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000027",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000027",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2842
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_885b7afdf0268515d1f37555",
+      "semantic_fact_key": "ledger_semantic_fact_v2_46eb2a7a0e70831befff1a40",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000028.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000028",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000028",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 8857
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_bc50dafcdd0fd292a12dc834",
+      "semantic_fact_key": "ledger_semantic_fact_v2_70239d3f2cd2e56bbf962e9d",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000029.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000029",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000029",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 26508
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_4983a36eda59197099780865",
+      "semantic_fact_key": "ledger_semantic_fact_v2_ec57f14915a58630602ffa67",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000030.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000030",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000030",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4335
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_58bc709aa85dac629106b2c8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_990f8594106009a88845b8b3",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000033.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000033",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000033",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 19177
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_7bf8cc9155af354dca15bf63",
+      "semantic_fact_key": "ledger_semantic_fact_v2_eaad1b06079e19b847b7f0a1",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000034.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000034",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000034",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 14250
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_13a6c9e3f996156f1fa3f3f9",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7d3255976c1a590a130d3c99",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000035.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000035",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000035",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9100
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_fe2b51b3f8f9512c023fc2cb",
+      "semantic_fact_key": "ledger_semantic_fact_v2_3c6b83c9684f8e012cbe34fa",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000036.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000036",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000036",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 44114
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_ad55f31c40d2ee469eb7a41e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_ff14b68761ebdadb26210e3e",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000038.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000038",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000038",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 14984
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_0740be8e010497194ed42105",
+      "semantic_fact_key": "ledger_semantic_fact_v2_ce2fe035812ad30a023400e0",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000039.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000039",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000039",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7708
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_95ec31d76e5f94dd643655e6",
+      "semantic_fact_key": "ledger_semantic_fact_v2_ce00357e3848ad21ea8c4a9f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000040.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000040",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000040",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 10849
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_3523a16f4501adcc49f46012",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1d095eec907c2ef3aa1b4a14",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000041.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000041",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000041",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7271
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_601e2fec22c06fc4c796664b",
+      "semantic_fact_key": "ledger_semantic_fact_v2_802a09383362c73792077b61",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000042.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000042",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000042",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9032
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f401ce3cbbd51765de140ca6",
+      "semantic_fact_key": "ledger_semantic_fact_v2_34d261b5ce36d0c21e9a4e81",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000045.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000045",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000045",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 8298
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_b58e9c07e59f5308ae67a0cf",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a469b45ba89e1baaa56d1685",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000047.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000047",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000047",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 23711
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_350c7504f47233758315c3d1",
+      "semantic_fact_key": "ledger_semantic_fact_v2_3597faec506a09563b6dc85e",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000048.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000048",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000048",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 12656
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_35d08cba2404f9e2d4cfdad3",
+      "semantic_fact_key": "ledger_semantic_fact_v2_80653d6c6b13fb115513768e",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000049.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000049",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000049",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 69457
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a7c47eeb5d8f02b9c5b95867",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7e77e9a53824ed442f4338d3",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000050.band_c",
+      "concept": "scotgov.chargeable_dwellings_band_c",
+      "measure_id": "band_c",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000050",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000050",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 20354
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_11c3bee43e1b3f678dc51a07",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e01aac5912b797f060859d82",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000005.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000005",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000005",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2787
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8fb7a81645eea88d138b61e1",
+      "semantic_fact_key": "ledger_semantic_fact_v2_875942de6eb3a0b841d9c918",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000006.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000006",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000006",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 10375
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_11240ac7570f79441b2bebfe",
+      "semantic_fact_key": "ledger_semantic_fact_v2_cc3da39800dd37c5d49bc021",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000008.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000008",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000008",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7120
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5cd96c22b6bc3d7781e007dd",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b23ef26d041794bf10fd4991",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000010.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000010",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000010",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7207
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_12fd3afd52ef4b64bb1d1301",
+      "semantic_fact_key": "ledger_semantic_fact_v2_46d23cc7853836e3b4a549a5",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000011.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000011",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000011",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6921
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_74583122e7f63fa18db8dc0b",
+      "semantic_fact_key": "ledger_semantic_fact_v2_5d244379ba5feaa64368763a",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000013.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000013",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000013",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1870
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f01ad04c06b5bdd4a363979e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_628ec5da6b37d5518c84586c",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000014.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000014",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000014",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9357
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f4ff907163efea71cc7fa298",
+      "semantic_fact_key": "ledger_semantic_fact_v2_ff76fef39165e5166ac51110",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000017.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000017",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000017",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 20652
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f1e5d181e13813b5ec81db35",
+      "semantic_fact_key": "ledger_semantic_fact_v2_8c1f583570caf78acca690ca",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000018.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000018",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000018",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3465
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_58826e45e771ec04a5f59925",
+      "semantic_fact_key": "ledger_semantic_fact_v2_bdac93a638df5ae3e0bb42ef",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000019.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000019",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000019",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6016
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_15ff9d670b0b82d649d32b76",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d67102da921745a84046731f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000020.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000020",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000020",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6594
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_89debd7c6622163de43cba27",
+      "semantic_fact_key": "ledger_semantic_fact_v2_31d7ac74e727b2cb16aa2a48",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000021.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000021",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000021",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7363
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_7b6313ddbe57b06b04d8c3b8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_99b133e8157c12d8a4b63537",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000023.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000023",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000023",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1943
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_ecb643916c3299a479068d9d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4faad04abb69b8706201c5a3",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000026.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000026",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000026",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6215
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_afe1ada54e13d5e58ea87cff",
+      "semantic_fact_key": "ledger_semantic_fact_v2_64af5a723d341a2cb5b25ac4",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000027.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000027",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000027",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1902
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_0a178516184b8b9d59daf7a9",
+      "semantic_fact_key": "ledger_semantic_fact_v2_8356a23116d6017fe3daee44",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000028.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000028",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000028",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 8564
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a26ad5e43b9c1722cfa667e4",
+      "semantic_fact_key": "ledger_semantic_fact_v2_16b68ae7197c649c3f80cc54",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000029.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000029",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000029",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 22424
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_264b119495332c13eaa9bf25",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d4b215745d681c284198a782",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000030.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000030",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000030",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4914
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_c85d657ead1a89ea2fc8b628",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0e231150fc871735fe2a1785",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000033.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000033",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000033",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 16285
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_bb0bd22735dfdaa5d8b74e75",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d91977c6bd7cb6f1972bb615",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000034.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000034",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000034",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 18481
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_4239458ca5ca277be85c3218",
+      "semantic_fact_key": "ledger_semantic_fact_v2_cb7f9a3c52808fdd1ad59c4b",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000035.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000035",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000035",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6274
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_ea0a04532192b07c38207c56",
+      "semantic_fact_key": "ledger_semantic_fact_v2_068fa54c7d06cc1b9a91cd8c",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000036.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000036",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000036",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 41485
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d644c3073b39b084ca0f2ffb",
+      "semantic_fact_key": "ledger_semantic_fact_v2_15def54e29ea85f3f6c2daad",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000038.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000038",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000038",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 13473
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_344b6135fe979841b9e00b64",
+      "semantic_fact_key": "ledger_semantic_fact_v2_8536ff02d2adfcdc0e8795c8",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000039.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000039",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000039",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6144
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_750d30d5472de793fb5809a7",
+      "semantic_fact_key": "ledger_semantic_fact_v2_edfb71205b0941cd892a03df",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000040.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000040",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000040",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9622
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_74576dc44756e1b314393a5d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_79c8db44816644efd263c22d",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000041.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000041",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000041",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9093
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_3b599e5919cb9f8ed4deba45",
+      "semantic_fact_key": "ledger_semantic_fact_v2_9e8bd81a092783016eb0ee45",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000042.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000042",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000042",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9326
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_c1d290a2af5ee67df29a74a9",
+      "semantic_fact_key": "ledger_semantic_fact_v2_c6f25153d56aecfde6bf948b",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000045.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000045",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000045",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 8660
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d48185958156c4f13dc4de78",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7b72724fe9949894e7dc0a75",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000047.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000047",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000047",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 21723
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_c6d4b963450a836aac619fbf",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4ab26cb0673e15a1c175b3e9",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000048.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000048",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000048",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 11760
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_12ac3b0d3bd96ada55e91035",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e0a0302730bc44d1adfc8a10",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000049.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000049",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000049",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 43107
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_1285aa57827db616504600fe",
+      "semantic_fact_key": "ledger_semantic_fact_v2_bee6f69ce599eb2eac5116ad",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000050.band_d",
+      "concept": "scotgov.chargeable_dwellings_band_d",
+      "measure_id": "band_d",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000050",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000050",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 18499
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f6ecb881583a899035ceff42",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d9ebff313a67250f5fd52ba1",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000005.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000005",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000005",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3468
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5480d31f9b390a42d7d0b081",
+      "semantic_fact_key": "ledger_semantic_fact_v2_6ca9601edeee36fdf1c0e6ad",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000006.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000006",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000006",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 10822
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_3d01539e8769b974f96b1823",
+      "semantic_fact_key": "ledger_semantic_fact_v2_2403660b6c36d6ac60005cc2",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000008.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000008",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000008",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6880
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_18e32d30d52d354922634136",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1a06f40d40f653f486a16276",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000010.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000010",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000010",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7451
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9cd3a914ac7d871d02697e1d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_95bd3b252939ba4ac0c0726e",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000011.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000011",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000011",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 8506
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9dacc17765a63c4e618282f8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_94555a5c2c6ef1c351d0caa2",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000013.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000013",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000013",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1388
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_7a18a3aa1e0682d4c5c1208f",
+      "semantic_fact_key": "ledger_semantic_fact_v2_5abc1440ac6c2ce9cead5ffd",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000014.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000014",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000014",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9192
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8a22a12f6057bdf969194674",
+      "semantic_fact_key": "ledger_semantic_fact_v2_21acce60c80a11d633ad418f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000017.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000017",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000017",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 20128
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_1cae6fc06a264617947e29ea",
+      "semantic_fact_key": "ledger_semantic_fact_v2_6e77e164ee345be0700d57c8",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000018.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000018",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000018",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3623
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_90be67d33e953a02f56f61b9",
+      "semantic_fact_key": "ledger_semantic_fact_v2_8ccb0370549ba44f210b373f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000019.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000019",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000019",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5650
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_20a5b99966a738da0226c129",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4a1ee58a4641011b3add03b1",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000020.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000020",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000020",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6706
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_168aba5cf65163fd1bb3465f",
+      "semantic_fact_key": "ledger_semantic_fact_v2_14e6dd5a02aa0b936fdffa33",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000021.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000021",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000021",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9194
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_4a0bc20c1e1ea4ba685a3f6f",
+      "semantic_fact_key": "ledger_semantic_fact_v2_c85e0c738e943f2a3fc9b136",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000023.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000023",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000023",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1608
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_319596fe84b78cc712b37ba4",
+      "semantic_fact_key": "ledger_semantic_fact_v2_398429e53fb99f92ecfe29b5",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000026.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000026",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000026",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6504
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_01e52e2156da9785d5d35fea",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a6316849537b4ed3708cc748",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000027.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000027",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000027",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1535
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_faad8f44118bb900d2808efe",
+      "semantic_fact_key": "ledger_semantic_fact_v2_97250dbf5d134ffadc7213f3",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000028.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000028",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000028",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9757
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9303e90128b464d168dfe318",
+      "semantic_fact_key": "ledger_semantic_fact_v2_f3b66d4ad0cb4837e6de7b93",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000029.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000029",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000029",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 20953
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5a5eed0b6fd89b1cc8fbfa80",
+      "semantic_fact_key": "ledger_semantic_fact_v2_257ba31c81445512ab2920da",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000030.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000030",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000030",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6462
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_aaca9b0b82844999bab38520",
+      "semantic_fact_key": "ledger_semantic_fact_v2_887d7b08029e58dcffeffbfe",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000033.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000033",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000033",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 15598
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a1d2f1c115779558f2a50e58",
+      "semantic_fact_key": "ledger_semantic_fact_v2_3c6e7ad5589cb6258363782c",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000034.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000034",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000034",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 22638
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_2c2d2efd80bcd1d67bf94333",
+      "semantic_fact_key": "ledger_semantic_fact_v2_6e9480b126703c9413cda4cc",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000035.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000035",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000035",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7614
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_edf63eb1b1b98384521b9888",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b9a975b35611cd7c272ceedf",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000036.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000036",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000036",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 42786
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_ae3bd4e6aed5e0989736c94a",
+      "semantic_fact_key": "ledger_semantic_fact_v2_71c03f57f04bdc171b550245",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000038.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000038",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000038",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 11548
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_136d02d534301474b43fef7a",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b30567ce4ef4118c575d7222",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000039.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000039",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000039",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4862
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f84608e7b15493e7e9983aed",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e8e9dd7adc152ef5b1dd03bb",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000040.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000040",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000040",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 10724
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_03f1b7f1df153187d540a68a",
+      "semantic_fact_key": "ledger_semantic_fact_v2_43ec09f7fa4fbf55809e345f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000041.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000041",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000041",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 8268
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_2a8073cf3de9a57caf1f9380",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e880aa2cc78f2baa7bfa1298",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000042.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000042",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000042",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7078
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_4865ab8d523eec0309a0d720",
+      "semantic_fact_key": "ledger_semantic_fact_v2_2138855e50bd499027751c6b",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000045.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000045",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000045",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 10601
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_ee7f71f6e18a1809690ad961",
+      "semantic_fact_key": "ledger_semantic_fact_v2_148095360cf63385667b11fe",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000047.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000047",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000047",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 24425
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a782bd6ef933d4b527bdee88",
+      "semantic_fact_key": "ledger_semantic_fact_v2_63a44cc059341ad3214877fb",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000048.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000048",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000048",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 12146
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_952dc4c54107b6fbf9bdeae6",
+      "semantic_fact_key": "ledger_semantic_fact_v2_8bec7096220ae68d769f4bc7",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000049.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000049",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000049",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 31117
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_7b1deabe63916230e908ffc3",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b62a250802f43bbf34ec083c",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000050.band_e",
+      "concept": "scotgov.chargeable_dwellings_band_e",
+      "measure_id": "band_e",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000050",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000050",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 17649
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_29cde97af9bdfac0d9c46593",
+      "semantic_fact_key": "ledger_semantic_fact_v2_98a90d50dffcd8805d92fc93",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000005.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000005",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000005",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2089
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_3d042c4ec31f335eda5fa269",
+      "semantic_fact_key": "ledger_semantic_fact_v2_78103b35fc67df0a96c26b72",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000006.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000006",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000006",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5639
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_12c698cc0cf4f70fc3de485f",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4ce3c47fbee8115ffee6ffac",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000008.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000008",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000008",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3899
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f214971e74714ab7a5d9a51c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4962f0762b42adc0e757d6a5",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000010.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000010",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000010",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6564
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a04d2c0ba304c866737a1078",
+      "semantic_fact_key": "ledger_semantic_fact_v2_647e5c098e9efbf7ea2cb430",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000011.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000011",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000011",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6773
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a0cbcf102ace29ee1c5a34af",
+      "semantic_fact_key": "ledger_semantic_fact_v2_9036c516a583a9b9aaac2add",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000013.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000013",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000013",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 198
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8a5dc7cea6978b6cf162025c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_25ea79228975c835635829d4",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000014.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000014",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000014",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6158
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_649f8fc81099b229f843f39f",
+      "semantic_fact_key": "ledger_semantic_fact_v2_6604c8f2719a749724724197",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000017.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000017",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000017",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 10203
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_3321fbdc313e69f085620508",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e9b11e128d6586420a337dd3",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000018.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000018",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000018",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1904
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_7a734828ccf51aa9880b5572",
+      "semantic_fact_key": "ledger_semantic_fact_v2_905ccc6ce3e480008dd095a1",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000019.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000019",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000019",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4819
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d477c78f1a8700b553dbdca2",
+      "semantic_fact_key": "ledger_semantic_fact_v2_11528ba7a22d432064a19763",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000020.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000020",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000020",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2578
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e515223adbb61a55139b3aaa",
+      "semantic_fact_key": "ledger_semantic_fact_v2_f2bd1e99d78e3ea7a98f715d",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000021.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000021",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000021",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4273
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_dae5389344c81ecebb162b2d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7c9df8c300ae4ce98fe24d0d",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000023.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000023",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000023",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 394
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d6645f967419364359a33ea7",
+      "semantic_fact_key": "ledger_semantic_fact_v2_744f684b30af5c2efc5e1b29",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000026.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000026",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000026",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5033
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_111115f166cb79783d69fff2",
+      "semantic_fact_key": "ledger_semantic_fact_v2_22e41da4c0b3eb2fda45ef10",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000027.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000027",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000027",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 326
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_77d552620bcdf6b7cb4f2efa",
+      "semantic_fact_key": "ledger_semantic_fact_v2_cf551f9d9830edcafe323383",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000028.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000028",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000028",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5378
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5e7655ad74e54359bd14ef62",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0ff1442ae99c09796d94193f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000029.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000029",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000029",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 14415
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e4ab4bd7f8948dfd3acfe519",
+      "semantic_fact_key": "ledger_semantic_fact_v2_ed027cae30d2907d34e5b650",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000030.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000030",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000030",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5389
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_54343577b5f9091c369d3f6c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_01b08bb49ad8254b4ceb3cdc",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000033.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000033",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000033",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 9144
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_6ab9c0bef44c43b75f977d82",
+      "semantic_fact_key": "ledger_semantic_fact_v2_74a766dea2528a88a0dbdd0b",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000034.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000034",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000034",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 17742
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f4d2487e84b3be405e431b10",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4d25f2b9cd61ebba338833ad",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000035.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000035",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000035",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4573
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_b7c2069f27d8cfb62b0df21a",
+      "semantic_fact_key": "ledger_semantic_fact_v2_efbfe0129ab635c812a803c0",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000036.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000036",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000036",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 26045
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8208bbfe5627c43c56a0a7c3",
+      "semantic_fact_key": "ledger_semantic_fact_v2_5e86d44a82c1e20d11f75c6e",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000038.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000038",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000038",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7153
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f6d6f36c314f1f2b6a8e1eb7",
+      "semantic_fact_key": "ledger_semantic_fact_v2_31668a4aa811c114b1aa6fb7",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000039.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000039",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000039",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1791
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9f336d3de846cd7d01f23c4e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d0613f0badd02653a1f307c6",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000040.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000040",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000040",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7815
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f57e293238dc200636521cf5",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4b68a4f1f45de1fcf25fdc11",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000041.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000041",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000041",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3346
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_3e11e9734bf24c48a449f460",
+      "semantic_fact_key": "ledger_semantic_fact_v2_f34701875243b63ef8afd637",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000042.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000042",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000042",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2548
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d4fe373b433cf938d9877ad3",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7a96c0d0eabd4de72ec7295a",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000045.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000045",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000045",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7274
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5e7779b03ee2f30a5c84f099",
+      "semantic_fact_key": "ledger_semantic_fact_v2_c1585add19de57e7bb253c07",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000047.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000047",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000047",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 14593
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a99fd40bb4bb4c7204919c9c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_82a19d00b9d8a6071dc8081f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000048.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000048",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000048",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 8339
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_b8274e4dc8f3918d5855f6e1",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7c49ba9a0d1570d20dc65f15",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000049.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000049",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000049",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 14081
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_aacfa5624c551262d065c6c5",
+      "semantic_fact_key": "ledger_semantic_fact_v2_ec8d2e079313ee067ba5aa19",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000050.band_f",
+      "concept": "scotgov.chargeable_dwellings_band_f",
+      "measure_id": "band_f",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000050",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000050",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 10806
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8272f7c94b8d2520ad6fdc5b",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1ef9bca2fb68b4bd07d0dbc3",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000005.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000005",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000005",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 943
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_92e4571a634e731d7ef03210",
+      "semantic_fact_key": "ledger_semantic_fact_v2_51d88177054f0c799cef8d34",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000006.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000006",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000006",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 2670
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_ce6e723b9768c2474d93452c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_33c63673f6d027c42f3d0508",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000008.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000008",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000008",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1074
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_01a4d1973e05aa9ea7771a9e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7480d31316ce1d7c2d75e1e8",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000010.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000010",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000010",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5401
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_da90baabf7469c41c31d4a16",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4f55b6c4acb4c13bce1dcd1a",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000011.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000011",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000011",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7103
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_3c4cef548a5df19779bdd581",
+      "semantic_fact_key": "ledger_semantic_fact_v2_2ed645f1cd6dc5a594fece94",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000013.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000013",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000013",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 29
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d882164e67cd77406f4a953c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_58d7559280fd7b960172318f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000014.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000014",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000014",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3107
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_60a654f1f6be25f51d29b394",
+      "semantic_fact_key": "ledger_semantic_fact_v2_fd8fa55a833fdaf4e9e3a513",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000017.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000017",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000017",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4806
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_479a62c8745168720efb3da4",
+      "semantic_fact_key": "ledger_semantic_fact_v2_6288e5065b17e6f550240ab2",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000018.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000018",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000018",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1410
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_03b4d9674ba26a74d346f967",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1602993f6c8d62abad5717c5",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000019.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000019",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000019",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3226
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_af5f6b09ed6477d7cf6fb597",
+      "semantic_fact_key": "ledger_semantic_fact_v2_118d2f52c6a11d732174de87",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000020.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000020",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000020",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 724
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8fafd2ff663bc393c1a4777c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b3f3abaa73b06ae4d057089d",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000021.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000021",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000021",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1274
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_728bf55a5dc6c846f63df557",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e31d82479d7a610403218205",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000023.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000023",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000023",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 27
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d4df6d00bc7c443bd3cd23a1",
+      "semantic_fact_key": "ledger_semantic_fact_v2_bfde47f7e3dba0205bd5c966",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000026.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000026",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000026",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4734
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d3139d996a1e4aef0d49b457",
+      "semantic_fact_key": "ledger_semantic_fact_v2_29bfa314d1937af0c2ae8831",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000027.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000027",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000027",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 73
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_57f9e9e4d129a52539f3ba19",
+      "semantic_fact_key": "ledger_semantic_fact_v2_9dc0be836b3fd542d03aa708",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000028.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000028",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000028",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3477
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e9dbe9673835b9f499c47c37",
+      "semantic_fact_key": "ledger_semantic_fact_v2_cbd0f3d2c1fbc5037a8c1523",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000029.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000029",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000029",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7359
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_198fcc99468b686ca7fb4316",
+      "semantic_fact_key": "ledger_semantic_fact_v2_62c7816e72981e9c40d2bdee",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000030.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000030",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000030",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5572
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_b6f4bbb673abdd57f993401f",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a6929a86c1d052607cfa1212",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000033.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000033",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000033",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 8335
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_3e1c3e744b0ea4e36a2251fe",
+      "semantic_fact_key": "ledger_semantic_fact_v2_54c2bbd733d1e0354da5f6ad",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000034.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000034",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000034",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 11652
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_405949d4432d2801978d4809",
+      "semantic_fact_key": "ledger_semantic_fact_v2_c441894d8c0790061e3ace7d",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000035.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000035",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000035",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3055
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_98bf026a1e6e1cff0d78a71c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_29dec956b48ac3908ba74faf",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000036.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000036",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000036",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 23814
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_c79a107a041201a26cb27b5e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7f433db567ec7d96837527df",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000038.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000038",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000038",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4455
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_d347c8d9372414504f99c902",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0b8888a9c0f3a9d17663bc91",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000039.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000039",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000039",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 835
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_2dd20f571d179f08fafec1bc",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1f2d40d4dc1df2588f9adb70",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000040.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000040",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000040",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3406
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_94d9b68e66f5d3efdb9e3b76",
+      "semantic_fact_key": "ledger_semantic_fact_v2_8c2bdbc9c20741ee436e2e96",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000041.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000041",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000041",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1778
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_857aa55c9e82b5922d94d93a",
+      "semantic_fact_key": "ledger_semantic_fact_v2_44c1dd6f610e04c52c76f2a1",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000042.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000042",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000042",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1155
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_23ad9343b4c6826fd09c6d00",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b3642ab444b081085698f44c",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000045.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000045",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000045",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 7195
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a30498dab6ca7c4d1ac53c4d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0db996575b6b5f53cb36e507",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000047.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000047",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000047",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6975
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_ccb9be7a0933397db7b38afe",
+      "semantic_fact_key": "ledger_semantic_fact_v2_191577a4f02d8697cfcbd1c2",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000048.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000048",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000048",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6747
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_32128217b46a2f4152f835dd",
+      "semantic_fact_key": "ledger_semantic_fact_v2_f8aa0b165dbec2cf951e76c8",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000049.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000049",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000049",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 6499
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_884a967ad84ce654fdfd074d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_aef737ba157c07e3a9e78690",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000050.band_g",
+      "concept": "scotgov.chargeable_dwellings_band_g",
+      "measure_id": "band_g",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000050",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000050",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 3174
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_fac7305277638488671cf6fc",
+      "semantic_fact_key": "ledger_semantic_fact_v2_5a074a1b2e58aaad2d0c1313",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000005.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000005",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000005",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 49
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_455c28954e9a628e1bb90bc8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_9643aa6a421b850a72e5fa21",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000006.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000006",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000006",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 152
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_1852a696d0bf5a54a68bd460",
+      "semantic_fact_key": "ledger_semantic_fact_v2_5623bfd7fdcfefd2d65a0bf6",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000008.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000008",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000008",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 49
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_ed3b3fcd228af2a74e447c8d",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a877ab1cf419414300b857f8",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000010.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000010",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000010",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 719
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_13d5ad1e3953197f7f7d1eda",
+      "semantic_fact_key": "ledger_semantic_fact_v2_b4d07842a0712348e5784974",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000011.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000011",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000011",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 800
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9e34f4031f1be6d3df9405d2",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e7a2edcb146b51ce6d97a2f9",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000013.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000013",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000013",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_327655cab0c0faaf932d4b56",
+      "semantic_fact_key": "ledger_semantic_fact_v2_28cd41e532c9bff9b58e1bae",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000014.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000014",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000014",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 81
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a0f0e079a9f59bf91e274299",
+      "semantic_fact_key": "ledger_semantic_fact_v2_531da74119000ad65e63f1ca",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000017.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000017",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000017",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 338
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e60828b7f0f21dbe16ccf9f2",
+      "semantic_fact_key": "ledger_semantic_fact_v2_3ed3599d1f306a6f287c1ff0",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000018.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000018",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000018",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 215
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_8ba582766695e1e0b9723ce4",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d458179551909ef83b153815",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000019.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000019",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000019",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 185
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_023527c98f2b5becf99300dc",
+      "semantic_fact_key": "ledger_semantic_fact_v2_843ded19a243d1540070411f",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000020.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000020",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000020",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 51
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_23c3e33976f863048bc71a3e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_fd935186bde680300fc3dc5b",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000021.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000021",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000021",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 61
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f7b79da8e7ac960ec8076ee6",
+      "semantic_fact_key": "ledger_semantic_fact_v2_80dffd7f51c45a06b04c06f7",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000023.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000023",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000023",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 5
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_e76243649a1b2016cb086559",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4bbfddf32067fe5ac8fa0d75",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000026.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000026",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000026",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 493
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f85767260b0bd5bf06c02b66",
+      "semantic_fact_key": "ledger_semantic_fact_v2_4eef26ceb7fd4309ac2ecc09",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000027.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000027",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000027",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9ae4a3db4d4dc349663eae51",
+      "semantic_fact_key": "ledger_semantic_fact_v2_7b9ad235d7b4262f2cf87066",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000028.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000028",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000028",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 301
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_9e944a4d1d295da49b9d225e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0b344d3d2df2577281c305c6",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000029.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000029",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000029",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 594
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_091f355146ce2cb031d8ff79",
+      "semantic_fact_key": "ledger_semantic_fact_v2_a137ee6deec8ec552fb9a380",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000030.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000030",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000030",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 750
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_f7bc5fac3f7c97c240a664c5",
+      "semantic_fact_key": "ledger_semantic_fact_v2_f9a34dab65cdcb19581b435e",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000033.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000033",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000033",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 1163
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_afcf1674a3272bbe36ec6704",
+      "semantic_fact_key": "ledger_semantic_fact_v2_cc2fbb8aa02679f9967da2d4",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000034.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000034",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000034",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 645
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_4e105b8f56560baa421db0d6",
+      "semantic_fact_key": "ledger_semantic_fact_v2_3de5969a61836bb376ae1c3d",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000035.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000035",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000035",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 244
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_1509487f932fc390fb1842d7",
+      "semantic_fact_key": "ledger_semantic_fact_v2_0aa611c22a0c3e9b5ce44dc8",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000036.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000036",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000036",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 4306
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_90dc20d3694b152c7a57c4bc",
+      "semantic_fact_key": "ledger_semantic_fact_v2_806012cfefaa173778e78ed6",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000038.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000038",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000038",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 194
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_0a66bd9c0ac5ec89d7ee34f2",
+      "semantic_fact_key": "ledger_semantic_fact_v2_42fc7922ee5834aadb6d5d52",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000039.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000039",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000039",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 70
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_5fc38b9cc225591f7acf4050",
+      "semantic_fact_key": "ledger_semantic_fact_v2_c480e0bcc08bd3ee753d65b2",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000040.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000040",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000040",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 203
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_2b39a053a2baf8139a6aaa5e",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e95d3d7432ddc5e94cdbd1b0",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000041.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000041",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000041",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 148
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_7dd4ab9f131acdb0c2e971f8",
+      "semantic_fact_key": "ledger_semantic_fact_v2_1f0c9b064b652ffb0e93cdff",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000042.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000042",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000042",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 37
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_2369bc00149fe7a0d25a8e5a",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d209c7ab8e33b68928132ecb",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000045.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000045",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000045",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 683
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_7bb6e62056e533b11a06ffbc",
+      "semantic_fact_key": "ledger_semantic_fact_v2_c18be2f1cd176a35eb5b49d1",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000047.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000047",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000047",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 436
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_b54cb9a8b7b95a0ab69f366c",
+      "semantic_fact_key": "ledger_semantic_fact_v2_2090e845389b7fe7de858a77",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000048.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000048",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000048",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 696
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_0f40e23e4450acbc463ff164",
+      "semantic_fact_key": "ledger_semantic_fact_v2_e2cf3459b2a8b096d15246d4",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000049.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000049",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000049",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 638
+    },
+    {
+      "aggregate_fact_key": "ledger_aggregate_fact_v2_a75d7930adb3a0be66acd326",
+      "semantic_fact_key": "ledger_semantic_fact_v2_d20163fc9433ad57e740d960",
+      "source_record_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area.s12000050.band_h",
+      "concept": "scotgov.chargeable_dwellings_band_h",
+      "measure_id": "band_h",
+      "unit": "count",
+      "aggregation": "sum",
+      "entity": {
+        "name": "dwelling",
+        "role": "chargeable_dwelling"
+      },
+      "geography": {
+        "id": "S12000050",
+        "level": "local_authority",
+        "vintage": "ca_2019"
+      },
+      "period": {
+        "type": "month",
+        "value": "2025-09"
+      },
+      "period_coverage": {
+        "start_date": null,
+        "end_date": null,
+        "basis": null
+      },
+      "layout": {
+        "record_set_id": "scotgov.ctaxbase2025.chargeable_dwellings.council_area",
+        "groupby_dimension": "geography",
+        "groupby_value_id": "s12000050",
+        "table_record_kind": "detail"
+      },
+      "dimensions": {},
+      "source": {
+        "source_name": "scotgov",
+        "source_table": "Number of chargeable dwellings, September 2025 (CTAXBASE 2025)",
+        "source_file": "CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx",
+        "source_sha256": "8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f",
+        "vintage": "ctaxbase_2025",
+        "raw_r2_key": "raw/scotgov/scotgov-council-tax-bands-2025/2025/8e431837aa37ee298c9a2b9b010b8ecbc7e3a817573a3a84f6251e6db00a591f/CTAXBASE_2025_Tables_Chargeable_Dwellings.xlsx"
+      },
+      "value": 169
+    }
+  ]
+}
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/full_build_cli.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/full_build_cli.py
index 5ecf917222..8b3bc5f699 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/full_build_cli.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/full_build_cli.py
@@ -193,6 +193,8 @@
 from .property_localisation import (
     BAND_MIX_SOURCE,
     QUANTILES_SOURCE,
+    SCOTLAND_BAND_MIX_RESOURCE,
+    SCOTLAND_BAND_MIX_SOURCE,
     SUPPORT_STRATUM_LOWER,
 )
 from .property_localisation import (
@@ -498,7 +500,9 @@ def parse_args(argv: list[str] | None = None) -> argparse.Namespace:
         help=(
             "Dense role: price_paid (default) reads each owner clone's home value "
             "off its assigned constituency's uprated Land Registry sale distribution "
-            "and its council-tax band off its LSOA's VOA mix (microcosm#1240); none "
+            "and its council-tax band off its LSOA's VOA mix (microcosm#1240), or a "
+            "Scottish owner clone's off its council area's CTAXBASE mix "
+            "(microcosm#1095 B12); none "
             "keeps the spine's values and bands on every clone, for measurement "
             "builds only."
         ),
@@ -936,15 +940,18 @@ def _input_record(path: Path, pin: dict, *, pinned: bool) -> dict:
     }
 
 
-#: Graph source name to command-line label of the two property-localisation
-#: resources (microcosm#1240). Both default to the committed package files.
+#: Graph source name to command-line label of the property-localisation
+#: resources (microcosm#1240; the Scottish band mix, microcosm#1095 B12). Each
+#: defaults to the committed package file.
 _PROPERTY_RESOURCE_ARGUMENTS = {
     QUANTILES_SOURCE: "price-paid-quantiles",
     BAND_MIX_SOURCE: "voa-band-mix",
+    SCOTLAND_BAND_MIX_SOURCE: "scotgov-band-mix",
 }
 _PROPERTY_RESOURCE_FILES = {
     QUANTILES_SOURCE: "high_value_home_value_knots.json",
     BAND_MIX_SOURCE: "voa_council_tax_band_mix_lsoa.json",
+    SCOTLAND_BAND_MIX_SOURCE: SCOTLAND_BAND_MIX_RESOURCE,
 }
 
 
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph_population.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph_population.py
index 31690fc584..6de89bcd1b 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph_population.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph_population.py
@@ -583,6 +583,11 @@ def run(self, context: KernelContext) -> KernelResult:
         mix = property_localisation.load_band_mix(
             Path(context.sources[property_localisation.BAND_MIX_SOURCE]).read_bytes()
         )
+        scotland_mix = property_localisation.load_scotland_band_mix(
+            Path(
+                context.sources[property_localisation.SCOTLAND_BAND_MIX_SOURCE]
+            ).read_bytes()
+        )
         band_dtype = household["council_tax_band"].dtype
         tenure = household["tenure_type"].to_numpy()
         new_band, receipt = property_localisation.localise_bands(
@@ -591,13 +596,22 @@ def run(self, context: KernelContext) -> KernelResult:
             band=household["council_tax_band"].to_numpy(),
             tenure_type=tenure,
             mix=mix,
+            scotland_mix=scotland_mix,
+            local_authority_code=household["local_authority_code"].to_numpy(),
         )
         lsoa = household["lsoa_code"].to_numpy().astype(str)
-        rewritten = (
-            np.char.startswith(lsoa, "E") | np.char.startswith(lsoa, "W")
-        ) & property_localisation.owner_mask(tenure)
+        area = household["local_authority_code"].to_numpy().astype(str)
+        owner = property_localisation.owner_mask(tenure)
+        england_wales = np.char.startswith(lsoa, "E") | np.char.startswith(lsoa, "W")
+        scotland = np.char.startswith(area, "S12") & ~england_wales
+        # Each mix is monotone within its area: an LSOA in England and Wales,
+        # a council area in Scotland.
         violations = property_localisation.monotone_violations(
-            u[rewritten], new_band[rewritten], lsoa[rewritten]
+            u[england_wales & owner],
+            new_band[england_wales & owner],
+            lsoa[england_wales & owner],
+        ) + property_localisation.monotone_violations(
+            u[scotland & owner], new_band[scotland & owner], area[scotland & owner]
         )
         if violations:
             raise ValueError("Property band draws are not monotone in the uniform.")
@@ -612,6 +626,7 @@ def run(self, context: KernelContext) -> KernelResult:
                 **receipt,
                 "monotone_violations": violations,
                 "band_mix_sha256": mix.source_sha256,
+                "scotland_band_mix_facts_sha256": scotland_mix.source_sha256,
             },
         )
 
@@ -1402,7 +1417,7 @@ def _property_localisation_nodes(
             raise ValueError(
                 f"Property localisation needs the household column {column!r} on the pool."
             )
-    for column in ("constituency_code", "lsoa_code"):
+    for column in ("constituency_code", "lsoa_code", "local_authority_code"):
         if ("household", column) not in cells:
             raise ValueError(
                 f"Property localisation runs after geography derives {column!r}."
@@ -1475,7 +1490,16 @@ def _property_localisation_nodes(
         inputs=(
             Slice(
                 "household",
-                tuple(sorted({*_PROPERTY_BAND_COLUMNS, "lsoa_code", "tenure_type"})),
+                tuple(
+                    sorted(
+                        {
+                            *_PROPERTY_BAND_COLUMNS,
+                            "local_authority_code",
+                            "lsoa_code",
+                            "tenure_type",
+                        }
+                    )
+                ),
             ),
         ),
         outputs=(
@@ -1486,12 +1510,19 @@ def _property_localisation_nodes(
                 rewrite=True,
             ),
         ),
-        sources=(property_localisation.BAND_MIX_SOURCE,),
+        sources=(
+            property_localisation.BAND_MIX_SOURCE,
+            property_localisation.SCOTLAND_BAND_MIX_SOURCE,
+        ),
         params={**common, "method": property_localisation.METHOD_VERSION},
         artifact_inputs=(
             ArtifactInput("quantiles", value.id, "quantiles", PROPERTY_QUANTILE_TYPE),
         ),
-        description="Draw each England-and-Wales clone's council-tax band from its LSOA's VOA mix at the same uniform.",
+        description=(
+            "Draw each England-and-Wales owner clone's council-tax band from its "
+            "LSOA's VOA mix, and each Scottish owner clone's from its council "
+            "area's CTAXBASE mix, at the same uniform."
+        ),
     )
     sources = (
         SourceRef(
@@ -1504,6 +1535,12 @@ def _property_localisation_nodes(
             "raw-bytes-v1",
             "Per-LSOA cumulative VOA council-tax band shares.",
         ),
+        SourceRef(
+            property_localisation.SCOTLAND_BAND_MIX_SOURCE,
+            "raw-bytes-v1",
+            "Per-council-area chargeable dwellings by council-tax band "
+            "(Scottish Government CTAXBASE), vendored from Chronicle.",
+        ),
     )
     return (value, band), sources
 
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/property_localisation.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/property_localisation.py
index f9528875ff..17b61ca850 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/property_localisation.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/property_localisation.py
@@ -14,8 +14,11 @@
   Non-owner rows and rows outside England and Wales keep their value.
 - ``uk.full.property.band`` draws the clone's band from its assigned LSOA's
   VOA band mix (``uk/voa_council_tax_band_mix_lsoa.json``) at the same
-  uniform, so value and band agree by construction. Rows outside England and
-  Wales keep their band.
+  uniform, so value and band agree by construction. A Scottish owner clone
+  draws from its council area's chargeable dwellings by band, A to H, at
+  September 2025 (``uk/scotgov_chargeable_dwellings_by_band.json``, vendored
+  from Chronicle) at the same uniform, its rank among Scotland's owners
+  (microcosm#1095 B12). Northern Ireland's rows keep their band.
 
 Everything here is pure: the kernels in ``graph_population`` hand these
 functions arrays and resources and write the results back.
@@ -49,11 +52,15 @@
     "PROPERTY_LOCALISATION_MODES",
     "PROPERTY_STREAM_EXPERIMENT",
     "RANK_BASIS_COLUMN",
+    "SCOTLAND_BAND_MIX_RESOURCE",
+    "SCOTLAND_BAND_MIX_SOURCE",
+    "SCOTLAND_BAND_PERIOD",
     "SUPPORT_STRATUM_LOWER",
     "QUANTILES_SOURCE",
     "BandMix",
     "ValueKnots",
     "load_band_mix",
+    "load_scotland_band_mix",
     "load_value_knots",
     "localise_bands",
     "localise_values",
@@ -64,6 +71,13 @@
 
 QUANTILES_SOURCE = "uk_price_paid_quantiles"
 BAND_MIX_SOURCE = "uk_voa_band_mix"
+#: The Scottish Government's chargeable dwellings by council-tax band per
+#: council area (CTAXBASE), vendored from Chronicle (microcosm#1095 B12).
+SCOTLAND_BAND_MIX_SOURCE = "uk_scotgov_band_mix"
+SCOTLAND_BAND_MIX_RESOURCE = "scotgov_chargeable_dwellings_by_band.json"
+SCOTLAND_BAND_PERIOD = "2025-09"
+_SCOTLAND_BAND_CONCEPT = "scotgov.chargeable_dwellings_band_"
+_SCOTTISH_COUNCIL_AREA_PREFIX = "S12"
 PROPERTY_LOCALISATION_MODES: tuple[str, ...] = ("none", "price_paid")
 PROPERTY_STREAM_EXPERIMENT = "uk-post-clone-property-localisation-v1"
 METHOD_VERSION = "uk-property-localisation-v1"
@@ -169,6 +183,67 @@ def load_band_mix(payload: bytes) -> BandMix:
     )
 
 
+def load_scotland_band_mix(payload: bytes) -> BandMix:
+    """Per-council-area cumulative band shares from the vendored CTAXBASE rows.
+
+    Scotland's bands run A to H, so a council area's share of band I is zero
+    and its cumulative shares reach one at H. Every council area must carry
+    every band once, at ``SCOTLAND_BAND_PERIOD``.
+    """
+    data = json.loads(payload.decode("utf-8"))
+    if (
+        data.get("kind") != "uk_vendored_ledger_facts"
+        or data.get("resource") != SCOTLAND_BAND_MIX_RESOURCE
+    ):
+        raise ValueError(
+            "The Scottish band mix resource is not the vendored CTAXBASE facts."
+        )
+    scottish_bands = COUNCIL_TAX_BANDS[:-1]
+    counts: dict[str, dict[str, float]] = {}
+    for row in data.get("rows") or ():
+        concept = str(row.get("concept") or "")
+        geography = row.get("geography") or {}
+        period = row.get("period") or {}
+        if (
+            not concept.startswith(_SCOTLAND_BAND_CONCEPT)
+            or geography.get("level") != "local_authority"
+            or str(period.get("value")) != SCOTLAND_BAND_PERIOD
+        ):
+            continue
+        band = concept[len(_SCOTLAND_BAND_CONCEPT) :].upper()
+        if band not in scottish_bands:
+            raise ValueError(f"Unknown Scottish council-tax band {band!r}.")
+        cells = counts.setdefault(str(geography.get("id")), {})
+        if band in cells:
+            raise ValueError(f"Council area {geography.get('id')} repeats band {band}.")
+        value = float(row["value"])
+        if not np.isfinite(value) or value < 0:
+            raise ValueError(
+                f"Council area {geography.get('id')} has a bad band count."
+            )
+        cells[band] = value
+    cumulative: dict[str, np.ndarray] = {}
+    for code, cells in sorted(counts.items()):
+        if set(cells) != set(scottish_bands):
+            raise ValueError(
+                f"Council area {code} lacks bands {sorted(set(scottish_bands) - set(cells))}."
+            )
+        values = np.asarray([cells[band] for band in scottish_bands], dtype=float)
+        if not values.sum() > 0:
+            raise ValueError(f"Council area {code} has no chargeable dwellings.")
+        shares = np.cumsum(values) / values.sum()
+        shares[-1] = 1.0
+        cumulative[code] = np.append(shares, 1.0)
+    if not cumulative:
+        raise ValueError("The Scottish band mix resource carries no council areas.")
+    feed = data.get("source_fact_feed") or {}
+    return BandMix(
+        cumulative=cumulative,
+        source_sha256=str(feed.get("facts_sha256") or ""),
+        as_at=SCOTLAND_BAND_PERIOD,
+    )
+
+
 # ----------------------------------------------------------------------------
 # Keys and uniforms
 
@@ -418,12 +493,17 @@ def localise_bands(
     band: np.ndarray,
     tenure_type: np.ndarray,
     mix: BandMix,
+    scotland_mix: BandMix | None = None,
+    local_authority_code: np.ndarray | None = None,
 ) -> tuple[np.ndarray, dict[str, object]]:
-    """Draw each England-and-Wales owner's band from its LSOA's cumulative shares at ``u``.
-
-    Renters keep the spine's band: the VOA mix counts every dwelling in the
-    LSOA, and drawing a social tenant from it would hand the owners' share of
-    the high bands to households the value node leaves untouched.
+    """Draw each England-and-Wales owner's band from its LSOA's cumulative shares at
+    ``u``, and with ``scotland_mix`` each Scottish owner's from its council area's
+    (microcosm#1095 B12).
+
+    Renters keep the spine's band: the VOA and CTAXBASE mixes count every
+    dwelling, and drawing a social tenant from them would hand the owners' share
+    of the high bands to households the value node leaves untouched. Without
+    ``scotland_mix`` Scotland keeps its bands, as Northern Ireland always does.
     """
     u = np.asarray(u, dtype=float)
     codes = np.asarray(lsoa_code).astype(str)
@@ -435,18 +515,29 @@ def localise_bands(
     if missing:
         raise ValueError(f"No VOA band mix for LSOA {missing[:5]}.")
     new_band = current.copy()
-    for code in sorted(set(codes[target])):
-        rows = np.flatnonzero(target & (codes == code))
-        cumulative = mix.cumulative[code]
-        index = np.searchsorted(cumulative, u[rows], side="right")
-        index = np.minimum(index, len(COUNCIL_TAX_BANDS) - 1)
-        new_band[rows] = np.asarray(COUNCIL_TAX_BANDS, dtype=object)[index]
+    _draw_bands(new_band, target, codes, mix, u)
+    scotland = np.zeros(len(current), dtype=bool)
+    areas = np.full(len(current), "", dtype=object)
+    if scotland_mix is not None:
+        if local_authority_code is None:
+            raise ValueError("A Scottish band mix needs the rows' council areas.")
+        areas = np.asarray(local_authority_code).astype(str)
+        scotland = (
+            np.char.startswith(areas, _SCOTTISH_COUNCIL_AREA_PREFIX) & ~england_wales
+        )
+        missing = sorted(set(areas[scotland & owner]) - set(scotland_mix.cumulative))
+        if missing:
+            raise ValueError(f"No Scottish band mix for council area {missing[:5]}.")
+        _draw_bands(new_band, scotland & owner, areas, scotland_mix, u)
+    scottish_owner = scotland & owner
     changed = target & (new_band != current)
     receipt = {
         "rows": int(len(current)),
         "rows_rewritten": int(target.sum()),
         "rows_changed": int(changed.sum()),
-        "rows_untouched_outside_england_wales": int((~england_wales).sum()),
+        "rows_untouched_outside_england_wales": int(
+            (~england_wales & ~scottish_owner).sum()
+        ),
         "rows_untouched_renters_england_wales": int((england_wales & ~owner).sum()),
         "lsoas": int(len(set(codes[target]))),
         "band_mix_before": {
@@ -458,9 +549,38 @@ def localise_bands(
         "voa_as_at": mix.as_at,
         "method": METHOD_VERSION,
     }
+    if scotland_mix is not None:
+        receipt["scotland"] = {
+            "rows_rewritten": int(scottish_owner.sum()),
+            "rows_changed": int((scottish_owner & (new_band != current)).sum()),
+            "rows_untouched_renters": int((scotland & ~owner).sum()),
+            "council_areas": int(len(set(areas[scottish_owner]))),
+            "band_mix_before": {
+                b: int((current[scottish_owner] == b).sum()) for b in COUNCIL_TAX_BANDS
+            },
+            "band_mix_after": {
+                b: int((new_band[scottish_owner] == b).sum()) for b in COUNCIL_TAX_BANDS
+            },
+            "as_at": scotland_mix.as_at,
+        }
     return new_band, receipt
 
 
+def _draw_bands(
+    new_band: np.ndarray,
+    target: np.ndarray,
+    codes: np.ndarray,
+    mix: BandMix,
+    u: np.ndarray,
+) -> None:
+    """Write each target row's band from its area's cumulative shares at ``u``."""
+    for code in sorted(set(codes[target])):
+        rows = np.flatnonzero(target & (codes == code))
+        index = np.searchsorted(mix.cumulative[code], u[rows], side="right")
+        index = np.minimum(index, len(COUNCIL_TAX_BANDS) - 1)
+        new_band[rows] = np.asarray(COUNCIL_TAX_BANDS, dtype=object)[index]
+
+
 def monotone_violations(u: np.ndarray, band: np.ndarray, lsoa_code: np.ndarray) -> int:
     """Count LSOAs where a higher uniform drew a lower band (expected zero)."""
     frame = pd.DataFrame(
diff --git a/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py b/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
index a2206f17dc..f00ddb3bed 100644
--- a/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
+++ b/packages/microcosm-build/tests/engine_free/shared/test_country_spec.py
@@ -1013,6 +1013,8 @@ def test_spi_spine_adds_no_country_package_resources(self) -> None:
             "hmrc_stamp_tax_facts.json",
             "hmrc_isa_statistics_facts.json",
             "hmrc_benefits_in_kind_facts.json",
+            # microcosm#1095: dense builds only, uk_runtime.property_localisation.
+            "scotgov_chargeable_dwellings_by_band.json",
             "dwp_move_to_uc_facts.json",
             "dwp_uc_award_band_facts.json",
             "obr_hvcts_costing_facts.json",
@@ -1180,6 +1182,8 @@ def test_uk_package_loads(self) -> None:
             "hmrc_stamp_tax_facts.json",
             "hmrc_isa_statistics_facts.json",
             "hmrc_benefits_in_kind_facts.json",
+            # microcosm#1095: dense builds only, uk_runtime.property_localisation.
+            "scotgov_chargeable_dwellings_by_band.json",
             "dwp_move_to_uc_facts.json",
             "dwp_uc_award_band_facts.json",
             "obr_hvcts_costing_facts.json",
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_property_localisation.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_property_localisation.py
index dc08f01349..568111495c 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_property_localisation.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_property_localisation.py
@@ -286,6 +286,92 @@ def test_localise_bands_is_monotone_in_the_uniform_and_skips_scotland() -> None:
     assert receipt["band_mix_after"]["I"] == 0
 
 
+def _scotland_mix() -> pl.BandMix:
+    return pl.load_scotland_band_mix(
+        json.dumps(toy_property_resources()["scotland_band_mix"]).encode()
+    )
+
+
+def test_scotland_band_mix_needs_every_band_of_every_council_area() -> None:
+    resource = toy_property_resources()["scotland_band_mix"]
+    mix = pl.load_scotland_band_mix(json.dumps(resource).encode())
+    # Scotland's bands run A to H, so band I adds nothing.
+    assert all(values[-2] == values[-1] == 1.0 for values in mix.cumulative.values())
+    assert mix.as_at == pl.SCOTLAND_BAND_PERIOD
+    short = {**resource, "rows": resource["rows"][1:]}
+    with pytest.raises(ValueError, match="lacks bands"):
+        pl.load_scotland_band_mix(json.dumps(short).encode())
+    with pytest.raises(ValueError, match="not the vendored CTAXBASE facts"):
+        pl.load_scotland_band_mix(json.dumps({**resource, "kind": "other"}).encode())
+    # Only the September 2025 rows are read.
+    stale = {
+        **resource,
+        "rows": [
+            {**row, "period": {"type": "month", "value": "2024-09"}}
+            for row in resource["rows"]
+        ],
+    }
+    with pytest.raises(ValueError, match="no council areas"):
+        pl.load_scotland_band_mix(json.dumps(stale).encode())
+
+
+def test_localise_bands_draws_scottish_owners_from_their_council_area() -> None:
+    """With the CTAXBASE mix a Scottish owner draws its band from its council
+    area's shares at its uniform; a Scottish renter and Northern Ireland keep
+    theirs (microcosm#1095 B12)."""
+    mix, scotland = _mix(), _scotland_mix()
+    lsoa = next(iter(mix.cumulative))
+    area = next(iter(scotland.cumulative))
+    u = np.array([0.0, 0.124, 0.126, 0.999, 0.6, 0.6, 0.3])
+    codes = np.array(["S01000001"] * 5 + ["N00000001", lsoa])
+    areas = np.array([area] * 5 + ["N09000001", "E06000001"])
+    band = np.array(["D"] * 7)
+    tenure = np.array(
+        ["OWNED_OUTRIGHT"] * 4 + ["RENT_PRIVATELY"] + ["OWNED_OUTRIGHT"] * 2
+    )
+    new_band, receipt = pl.localise_bands(
+        u=u,
+        lsoa_code=codes,
+        band=band,
+        tenure_type=tenure,
+        mix=mix,
+        scotland_mix=scotland,
+        local_authority_code=areas,
+    )
+    # The toy council area splits A to H in eighths, so no owner reads I.
+    assert list(new_band[:4]) == ["A", "A", "B", "H"]
+    assert new_band[4] == "D" and new_band[5] == "D"
+    # England and Wales draw as before.
+    assert new_band[6] == "C"
+    scottish = receipt["scotland"]
+    assert scottish["rows_rewritten"] == 4 and scottish["rows_untouched_renters"] == 1
+    assert scottish["council_areas"] == 1 and scottish["band_mix_after"]["I"] == 0
+    assert scottish["as_at"] == "2025-09"
+    # Scotland's owners leave the untouched count; the renter and
+    # Northern Ireland stay in it.
+    assert receipt["rows_untouched_outside_england_wales"] == 2
+    assert pl.monotone_violations(u[:4], new_band[:4], areas[:4]) == 0
+    with pytest.raises(ValueError, match="No Scottish band mix"):
+        pl.localise_bands(
+            u=u,
+            lsoa_code=codes,
+            band=band,
+            tenure_type=tenure,
+            mix=mix,
+            scotland_mix=scotland,
+            local_authority_code=np.where(areas == area, "S12999999", areas),
+        )
+    with pytest.raises(ValueError, match="council areas"):
+        pl.localise_bands(
+            u=u,
+            lsoa_code=codes,
+            band=band,
+            tenure_type=tenure,
+            mix=mix,
+            scotland_mix=scotland,
+        )
+
+
 # ----------------------------------------------------------------------------
 # Lineage
 
diff --git a/test_support/microcosm_build/uk_atomic_support_fixtures.py b/test_support/microcosm_build/uk_atomic_support_fixtures.py
index 51051b5810..0d6761f002 100644
--- a/test_support/microcosm_build/uk_atomic_support_fixtures.py
+++ b/test_support/microcosm_build/uk_atomic_support_fixtures.py
@@ -148,6 +148,7 @@ def toy_property_resources() -> dict[str, dict]:
     grid = [0.0, 0.25, 0.5, 0.75, 1.0]
     seats = {}
     lsoas = {}
+    council_areas = set()
     for rows in toy_support_frames().values():
         for row in rows:
             seat = str(row["constituency_code"])
@@ -157,6 +158,8 @@ def toy_property_resources() -> dict[str, dict]:
                     "weight": 100.0,
                     "quantiles": [100_000.0 + 1_900_000.0 * p for p in grid],
                 }
+            if str(row["local_authority_code"]).startswith("S12"):
+                council_areas.add(str(row["local_authority_code"]))
             lsoa = str(row["lsoa_code"])
             if lsoa[0] in "EW":
                 cumulative = [(i + 1) / 8 for i in range(8)] + [1.0]
@@ -188,14 +191,42 @@ def toy_property_resources() -> dict[str, dict]:
         "receipts": {},
         "lsoa": lsoas,
     }
-    return {"knots": knots, "band_mix": band_mix}
+    # Each toy council area splits bands A to H equally, in the vendored
+    # CTAXBASE rows the Scottish draw reads (microcosm#1095 B12).
+    scotland_rows = [
+        {
+            "concept": f"scotgov.chargeable_dwellings_band_{band.lower()}",
+            "measure_id": f"band_{band.lower()}",
+            "geography": {"id": code, "level": "local_authority"},
+            "period": {"type": "month", "value": "2025-09"},
+            "value": 100.0,
+        }
+        for code in sorted(council_areas)
+        for band in COUNCIL_TAX_BANDS[:-1]
+    ]
+    scotland_band_mix = {
+        "schema_version": 1,
+        "country": "uk",
+        "kind": "uk_vendored_ledger_facts",
+        "resource": "scotgov_chargeable_dwellings_by_band.json",
+        "source_fact_feed": {"facts_sha256": "toy"},
+        "selections": [],
+        "row_count": len(scotland_rows),
+        "rows": scotland_rows,
+    }
+    return {
+        "knots": knots,
+        "band_mix": band_mix,
+        "scotland_band_mix": scotland_band_mix,
+    }
 
 
 def write_toy_property_resources(directory: Path) -> dict[str, Path]:
-    """Write the toy knots and band mix as graph sources named by the nodes."""
+    """Write the toy knots and band mixes as graph sources named by the nodes."""
     from microcosm.build.uk_runtime.property_localisation import (
         BAND_MIX_SOURCE,
         QUANTILES_SOURCE,
+        SCOTLAND_BAND_MIX_SOURCE,
     )
 
     directory.mkdir(parents=True, exist_ok=True)
@@ -203,7 +234,11 @@ def write_toy_property_resources(directory: Path) -> dict[str, Path]:
     paths = {
         QUANTILES_SOURCE: directory / "toy-knots.json",
         BAND_MIX_SOURCE: directory / "toy-band-mix.json",
+        SCOTLAND_BAND_MIX_SOURCE: directory / "toy-scotland-band-mix.json",
     }
+    paths[SCOTLAND_BAND_MIX_SOURCE].write_text(
+        json.dumps(resources["scotland_band_mix"]), encoding="utf-8"
+    )
     paths[QUANTILES_SOURCE].write_text(json.dumps(resources["knots"]), encoding="utf-8")
     paths[BAND_MIX_SOURCE].write_text(
         json.dumps(resources["band_mix"]), encoding="utf-8"

From a90f8ce89fc6a87a925f907ffe7be7d0e8f2498e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Mon, 2 Nov 2026 21:01:01 +0000
Subject: [PATCH 43/44] Date two-child-limit births by the engine's cutoff test
 (#1095 AC3)

The two-child-limit target rows counted a child as born after the
cutoff when the engine's birth year was 2017 or later, so a child born
from January to 5 April 2017 read as affected although policyengine-uk
exempts them. The measure now reads the engine's own
uc_is_child_born_before_child_limit (a date of birth before 6 April
2017), as the child element does. The comparison contract and the 15
TCL target notes say so, and a test pins a third child born in early
2017 as unaffected.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../1095-two-child-limit-cutoff-date.fixed.md |  1 +
 .../build/uk/uk_population_targets.json       | 30 ++++++++--------
 .../uk_runtime/uc_target_measurements.py      | 27 ++++++++------
 .../uk/test_uk_uc_target_measurements.py      | 35 ++++++++++++++++---
 4 files changed, 64 insertions(+), 29 deletions(-)
 create mode 100644 changelog.d/1095-two-child-limit-cutoff-date.fixed.md

diff --git a/changelog.d/1095-two-child-limit-cutoff-date.fixed.md b/changelog.d/1095-two-child-limit-cutoff-date.fixed.md
new file mode 100644
index 0000000000..3b8975a0b4
--- /dev/null
+++ b/changelog.d/1095-two-child-limit-cutoff-date.fixed.md
@@ -0,0 +1 @@
+The two-child-limit target rows now date births by policyengine-uk's own cutoff test, `uc_is_child_born_before_child_limit` (a date of birth before 6 April 2017), instead of a birth year of 2017 or later (microcosm#1095). The calendar year counted a child born from January to 5 April 2017 as affected by the limit, although the limit does not apply to them in the engine.
diff --git a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
index cad15cf6a5..386db982b0 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/uk_population_targets.json
@@ -6633,7 +6633,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "benunit_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "household_conditions": [
             {
               "variable": "region",
@@ -6692,7 +6692,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "uc_tcl_affected_child_count_proxy",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "household_conditions": [
             {
               "variable": "region",
@@ -6751,7 +6751,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "uc_tcl_qualifying_child_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "household_conditions": [
             {
               "variable": "region",
@@ -6832,7 +6832,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "benunit_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -6898,7 +6898,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "uc_tcl_qualifying_child_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -6964,7 +6964,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "benunit_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -7030,7 +7030,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "uc_tcl_qualifying_child_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -7096,7 +7096,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "benunit_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -7162,7 +7162,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "uc_tcl_qualifying_child_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -7228,7 +7228,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "benunit_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -7294,7 +7294,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "uc_tcl_qualifying_child_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -7360,7 +7360,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "benunit_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -7426,7 +7426,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "uc_tcl_qualifying_child_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -7492,7 +7492,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "benunit_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
@@ -7558,7 +7558,7 @@
           "affected_flag_variable": "uc_tcl_affected_benunit_proxy",
           "value_variable": "uc_tcl_qualifying_child_count",
           "map_to": "household",
-          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims, and model birth_year >= 2017 for 6 April 2017. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
+          "notes": "Count UC benefit units and their own dependent children/qualifying young people, excluding claimant/partner roles. Statistical affected children are third or subsequent own qualifying children born on/after the source cutoff, including exceptions; this is separate from losing a child element. The current measurement is explicitly a proxy: annual universal_credit > 0 for source open claims; births are dated by policyengine-uk's uc_is_child_born_before_child_limit (a date of birth before 6 April 2017), from whole ages placed at 6 October of the model year. Retain the source April observation date; annual assignment does not create a yearly average or an April claim-history replay. Claimant PIP counts only retained claimant/partner roles; disabled-child-element status counts only own qualifying children. GB residential-region mask excludes NI. Source: https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology",
           "from_entity": "benunit",
           "filters": [
             {
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_target_measurements.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_target_measurements.py
index 423fd24770..309186d1f0 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_target_measurements.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/uc_target_measurements.py
@@ -6,9 +6,10 @@
 https://www.gov.uk/government/statistics/universal-credit-claimants-statistics-on-the-two-child-limit-policy-april-2025/background-information-and-methodology
 
 The retained frame does not identify April open claims or exact birth dates.
-The affected measures therefore explicitly remain positive-award/birth-year
-proxies. Their receipts record those gaps; improved fit is not evidence that
-the administrative population has been reconstructed.
+The affected measures therefore explicitly remain positive-award proxies, and
+they date births by the engine's own cutoff test, whose dates of birth come
+from whole ages. Their receipts record those gaps; improved fit is not
+evidence that the administrative population has been reconstructed.
 """
 
 from __future__ import annotations
@@ -162,10 +163,14 @@ def uc_tcl_comparison_contract(year: int) -> dict[str, Any]:
         "source_claim_state": "open claim within source observation month",
         "model_claim_state_proxy": "universal_credit > 0",
         "source_birth_cutoff": "2017-04-06",
-        "model_birth_cutoff_proxy": "model birth_year >= 2017",
+        "model_birth_cutoff_proxy": (
+            "policyengine-uk uc_is_child_born_before_child_limit: date of birth "
+            "before 2017-04-06"
+        ),
         "birth_precision": (
-            "model year minus retained age input; source-age observation "
-            "date/advancement and exact birth date unavailable"
+            "whole-year interview age and the stored months since the last "
+            "birthday, placed at 6 October of the model year; policyengine-uk "
+            "holds ages fixed across years; exact birth date unavailable"
         ),
         "source_period": "April snapshot; retain matched fact's observation year",
         "model_period": str(year),
@@ -225,12 +230,14 @@ def count(mask: np.ndarray) -> np.ndarray:
             > 0
         )
 
-    birth_year = calculate("birth_year")
-    if not np.equal(birth_year, np.floor(birth_year)).all():
-        raise ValueError("UC birth-year proxy requires integer model birth years.")
+    # The engine's own cutoff test, a date of birth before 6 April 2017, so the
+    # measure dates births as the child element does: a calendar year would
+    # count a child born from January to 5 April 2017 as affected
+    # (microcosm#1095 AC3).
+    born_before = calculate("uc_is_child_born_before_child_limit").astype(bool)
     # The first two children are the oldest. This count is invariant to person
     # row order and ties, and deliberately includes excepted later children.
-    post_cutoff_count = count(children & (birth_year >= 2017))
+    post_cutoff_count = count(children & ~born_before)
     affected_count = np.minimum(post_cutoff_count, np.maximum(child_count - 2, 0))
     if variable == "uc_tcl_affected_child_count_proxy":
         return affected_count
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_target_measurements.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_target_measurements.py
index 36213c3ade..3b8b47893e 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_target_measurements.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_uc_target_measurements.py
@@ -23,9 +23,11 @@
 from microcosm.frame import EntitySchema, Frame, WeightKind, Weights
 
 
-def _fixture():
+def _fixture(*, third_child_born_early_2017=False):
     # Own QYP ages, award, dwelling. Units 1, 3, 4 share a dwelling: two
-    # affected claims and an unrelated claimant with a baby and PIP.
+    # affected claims and an unrelated claimant with a baby and PIP. A child
+    # of 9 or over was born before 6 April 2017; the 8-year-old third child of
+    # unit 5 after it, or with the keyword from January to 5 April 2017.
     scenarios = [
         ([19, 17, 15, 13, 11], 100, 0),  # five older qualifying children
         ([19, 10, 3], 100, 1),  # includes an older QYP; child gets PIP
@@ -47,7 +49,8 @@ def _fixture():
                     person_benunit_id=bu,
                     person_household_id=hh,
                     age=age,
-                    birth_year=2025 - age,
+                    born_before=i > 0
+                    and (age >= 9 or (bu == 5 and third_child_born_early_2017)),
                     is_benunit_head=i == 0,
                     is_parent=i == 0,
                     qyp=i > 0 or bu == 3,  # young claimant also QYP: exclude
@@ -70,6 +73,7 @@ def _fixture():
         "is_child_or_qualifying_young_person_for_universal_credit": "qyp",
         "uc_individual_disabled_child_element": "disabled_element",
         "uc_is_child_limit_affected": "denied_element",
+        "uc_is_child_born_before_child_limit": "born_before",
     }
 
     def calculate(variable, year):
@@ -116,6 +120,26 @@ def test_tcl_counts_include_exceptions_and_do_not_use_denied_element_flags():
     assert before[6] and not before[0]
 
 
+def test_tcl_dates_births_by_the_engine_cutoff_not_the_calendar_year():
+    """A third child born from January to 5 April 2017 is not affected: the
+    measure reads the engine's own cutoff test, not the birth year
+    (microcosm#1095 AC3)."""
+    for variable in (
+        "uc_tcl_affected_child_count_proxy",
+        "uc_tcl_affected_benunit_proxy",
+    ):
+        frame, sim = _fixture()
+        after_cutoff, _ = compute_uk_measure_input(
+            frame, sim, "benunit", variable, 2025
+        )
+        frame, sim = _fixture(third_child_born_early_2017=True)
+        early_2017, _ = compute_uk_measure_input(frame, sim, "benunit", variable, 2025)
+        assert after_cutoff[5] == 1 and early_2017[5] == 0
+        np.testing.assert_array_equal(
+            np.delete(after_cutoff, 5), np.delete(early_2017, 5)
+        )
+
+
 def test_tcl_receipt_explicitly_records_remaining_claim_date_and_period_proxies():
     frame, sim = _fixture()
     resolver = UKMeasureResolver.__new__(UKMeasureResolver)
@@ -130,7 +154,10 @@ def test_tcl_receipt_explicitly_records_remaining_claim_date_and_period_proxies(
         resolver.compute("benunit", variable)
     contract = resolver.receipt()["uc_tcl_comparison_contract"]
     assert contract["source_birth_cutoff"] == "2017-04-06"
-    assert contract["model_birth_cutoff_proxy"] == "model birth_year >= 2017"
+    assert contract["model_birth_cutoff_proxy"] == (
+        "policyengine-uk uc_is_child_born_before_child_limit: date of birth "
+        "before 2017-04-06"
+    )
     assert contract["model_claim_state_proxy"] == "universal_credit > 0"
     assert contract["status"] == "partial_alignment_with_explicit_proxies"
     assert contract["model_period"] == "2025"

From 365928d49959cfda8e570b313d08f0d8ae7884d3 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Mar=C3=ADa=20Juaristi?=
 <127882282+juaristi22@users.noreply.github.com>
Date: Mon, 2 Nov 2026 21:01:02 +0000
Subject: [PATCH 44/44] Mark children in non-parental care for the two-child
 limit (#1095 B7)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Nothing set policyengine-uk's child_limit_non_parental_caring_exception,
so the engine paid no child element for a third or later child born from
6 April 2017 who lives with kinship or friends carers. frs_relationships
now marks a child-table member whom no adult of their own benefit unit
claims as a natural, adopted or step child (grid codes 3 and 4 from the
child, 7 and 8 from the adult) and whom no local authority placed there.
That includes a baby whose parent is a child of the claimant's unit.

The rule is declared in the stage and the spec schema; the column joins
the graph's stage cells and the reviewed extra export columns, and
leaves the signed engine-default register. Multiple births, adoption and
non-consensual conception stay at the default, as María ruled on
2 November: the FRS has no twin field and its birth dates are blank.
Gate digests re-pinned, coverage manifest and H2 fixture regenerated.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 ...two-child-limit-non-parental-care.added.md |  3 +
 .../spec_engine/schema/sources.schema.json    | 25 ++++++++
 .../src/microcosm/build/uk/gates.json         |  1 +
 .../uk/release_input_coverage_manifest.json   | 50 ++++++++--------
 .../src/microcosm/build/uk/source_stages.json | 13 ++++-
 .../src/microcosm/build/uk/spec/sources.yaml  |  6 +-
 .../build/uk_runtime/frs_relationships.py     | 38 +++++++++++-
 .../src/microcosm/build/uk_runtime/graph.py   |  1 +
 .../build/uk_runtime/terminal_gates.py        |  1 +
 .../uk/test_uk_frs_relationships.py           | 58 +++++++++++++++++++
 .../src/microcosm/data/contract.py            | 10 ++--
 .../tests/engine_free/shared/test_contract.py |  6 +-
 .../adapters/policyengine_uk_concepts.py      | 21 +++----
 .../parity/uk_spine/sources/fixture.json      | 13 ++++-
 .../fixtures/parity/uk_spine/uk_spine.json    |  2 +-
 15 files changed, 200 insertions(+), 48 deletions(-)
 create mode 100644 changelog.d/1095-two-child-limit-non-parental-care.added.md

diff --git a/changelog.d/1095-two-child-limit-non-parental-care.added.md b/changelog.d/1095-two-child-limit-non-parental-care.added.md
new file mode 100644
index 0000000000..7415873280
--- /dev/null
+++ b/changelog.d/1095-two-child-limit-non-parental-care.added.md
@@ -0,0 +1,3 @@
+The UK spine now sets policyengine-uk's `child_limit_non_parental_caring_exception`, the two-child limit's exception for non-parental caring arrangements (UC Regs 2013 Sch 12 para 4; CTC Regs 2002 reg 12), for children in kinship or friends care (microcosm#1095). Nothing set it before, so the engine paid no child element for such a third or later child born from 6 April 2017.
+
+The `frs_relationships` stage marks a child-table member whom no adult of their own benefit unit claims as a natural, adopted or step child, read from either side of the household grid (codes 3 and 4 from the child, 7 and 8 from the adult), and whom no local authority placed there. That covers a child living with grandparents, siblings, other relatives or friends, and a baby whose parent is a child of the claimant's unit. The multiple births, adoption and non-consensual conception exceptions stay at the engine's default: the FRS has no twin field and its birth dates are blank.
diff --git a/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json b/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
index ab76f0a27b..89ace677d9 100644
--- a/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
+++ b/packages/microcosm-build/src/microcosm/build/spec_engine/schema/sources.schema.json
@@ -2285,6 +2285,30 @@
         "below_age"
        ]
       },
+      "non_parental_care_child": {
+       "type": "object",
+       "additionalProperties": false,
+       "properties": {
+        "child_codes": {
+         "type": "array",
+         "minItems": 1,
+         "items": {
+          "type": "integer"
+         }
+        },
+        "parent_codes": {
+         "type": "array",
+         "minItems": 1,
+         "items": {
+          "type": "integer"
+         }
+        }
+       },
+       "required": [
+        "child_codes",
+        "parent_codes"
+       ]
+      },
       "one_person_age_split": {
        "type": "integer",
        "minimum": 0
@@ -2359,6 +2383,7 @@
       "family_link_codes",
       "dependent_child",
       "looked_after_child",
+      "non_parental_care_child",
       "one_person_age_split",
       "family_role_values",
       "household_type_values",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/gates.json b/packages/microcosm-build/src/microcosm/build/uk/gates.json
index 5e45af4c90..5354c847fe 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/gates.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/gates.json
@@ -1428,6 +1428,7 @@
           "person.uc_is_in_startup_period",
           "person.uc_is_in_gainful_self_employment",
           "person.is_looked_after_by_local_authority",
+          "person.child_limit_non_parental_caring_exception",
           "person.would_claim_carers_allowance",
           "person.would_claim_marriage_allowance",
           "person.would_claim_scp",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
index d92b455fae..e1cbbfd010 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/release_input_coverage_manifest.json
@@ -472,7 +472,7 @@
    "required_mass_change_reason": "Capital-gains incidence anchor moves the mass of non-liable clone households back to their paired originals until the sub-exempt and loss-making clone mass match the Advani-Summers reporter composition at the redrawn liable mass; every pair's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, the HMRC Table 3 redrawn gains on the spine and Advani-Summers capital-gains incidence"
@@ -495,7 +495,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "Advani and Summers (2020), Capital Gains and UK Inequality, CAGE Working Paper 465",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support, and Advani-Summers capital-gains incidence"
@@ -518,7 +518,7 @@
    "required_mass_change_reason": "Capital-gains residential split divides every household carrying liable gainers into arms weighted by the solved residential probabilities, one arm per subset of residential gainers; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative) on the amounts the Table 3 redraw placed"
@@ -540,7 +540,7 @@
    "required_mass_change_reason": "Capital-gains support split divides the wealthiest households of each HMRC Table 3 income band into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "HMRC Capital Gains Tax statistics, July 2026 release, Table 3 for 2024-25, via the vendored conditioning facts",
     "survey": "Family Resources Survey 2024-25, SPI synthetic support and HMRC Capital Gains Tax statistics Table 3 (2024-25 individuals by size of gain and taxable income)"
@@ -570,7 +570,7 @@
     "uc_is_in_gainful_self_employment"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "The FRS job record's company car answers through frs_spine's carriers (EXPBEN01, EXPBEN03, CARVAL, FUELTYP, CARCON, CARAMT), WAS round-8 company cars' list prices, and HMRC's 2024-25 company car recipients by CO2 band (Table 2A) and fuel (Table 2C), via the vendored facts",
     "survey": "Family Resources Survey 2024-25 job record; Wealth and Assets Survey round 8; HMRC Benefits in kind statistics (July 2026)"
@@ -599,7 +599,7 @@
    "required_mass_change_reason": "ETB public-services imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab, DfT rail fare index, and public NHS activity/cost table.",
     "survey": "Effects of Taxes and Benefits 1977-2024 and NHS age-gender public table"
@@ -619,7 +619,7 @@
    "required_mass_change_reason": "ETB VAT expenditure-rate imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "UK Data Service SN 8856 Effects of Taxes and Benefits household tab and cited VAT anchor resource.",
     "survey": "Effects of Taxes and Benefits 1977-2024"
@@ -641,7 +641,7 @@
    "required_mass_change_reason": "High-value home support divides every owner household in the top value stratum of its region into light copies at equal weight; every household's mass and the total household mass are conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "Microcosm structural operator (microcosm#1240 fix 1); no publisher input",
     "survey": "Family Resources Survey 2024-25 and SPI synthetic support, after the WAS wealth draw and the regional property uprating"
@@ -662,7 +662,7 @@
    "required_mass_change_reason": "CGT asset-type assignment on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/capital-gains-tax-statistics",
     "survey": "HMRC Capital Gains Tax statistics 2026 release, Table 8 (UK residential property disposals, 2024-25, administrative), Table 4.1 (individuals claiming Business Asset Disposal Relief or Investors' Relief by band of qualifying gain, 2024-25, administrative) and Table 7 (disposals, proceeds and gains by asset type, 2023-24, sample-based), vendored from the pinned Chronicle feed"
@@ -686,7 +686,7 @@
     "capital_gains"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "conditioning_resource": "hmrc_cgt_conditioning_facts.json",
     "conditioning_resource_sha256": "6a2ba5e3e43c6d7936416552aadc716729b902dcac24b97093ae8ccf06cf8a8f",
@@ -776,7 +776,7 @@
     "full_frs_tei_band_unavailable"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "hmrc_surface": "2023-24",
     "mapped_build_period": "2024",
@@ -803,7 +803,7 @@
    "required_mass_change_reason": "ISA subscriptions per adult from HMRC's ISA tables on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "HMRC Individual Savings Account statistics Tables 9.4, 9.6 and 9.7 to 9.9, the cash ISA limit reduction impact note and Lifetime ISA Table 1a, via the vendored facts; Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "HMRC Annual savings statistics (September 2026 release); Wealth and Assets Survey round 8"
@@ -868,7 +868,7 @@
    "required_mass_change_reason": "LCFS consumption imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "UK Data Service SN 9603 Living Costs and Food Survey 2024-25 (2nd edition) household/person tabs and the vendored Chronicle facts for NEED 2024 mean kWh, DESNZ Energy Trends and QEP average prices paid for calendar 2024, road-fuel outturn (DESNZ, HMRC, ONS Consumer Trends) and road fuel by vehicle type (DESNZ), ONS Consumer Trends household spending by COICOP division, the DfT VEH1103 licensed-car stock, NTS bus use, and the DfT and devolved bus finance tables and fares indices.",
     "survey": "Living Costs and Food Survey 2024-25"
@@ -894,7 +894,7 @@
    "required_mass_change_reason": "NTS bus-travel imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "Department for Transport National Travel Survey, UK Data Service SN 5340 (End User Licence, 19th edition, November 2025), DOI 10.5255/UKDA-SN-5340-19; local licensed tab files (household, individual, trip); England residents only from 2013.",
     "survey": "National Travel Survey 2002-2024"
@@ -914,7 +914,7 @@
    "required_mass_change_reason": "Private-school attendance stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "policyengine-uk attends_private_school (the gov.simulation.private_school_vat attendance rates and factor), evaluated by the pinned engine",
     "survey": "policyengine-uk private-school attendance imputation, stored at the spine's weights"
@@ -937,7 +937,7 @@
     "property_finance_costs"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/property-rental-income-statistics",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Property Rental Income Statistics 2026 (tax year 2024-25)"
@@ -958,7 +958,7 @@
    "required_mass_change_reason": "Annual property purchases imputed on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "https://www.gov.uk/government/statistics/uk-stamp-tax-statistics",
     "survey": "HMRC Annual Stamp Tax Statistics 2024 to 2025 (corrected 11 March 2026), Tables 6b, 8a and 8b"
@@ -981,7 +981,7 @@
     "property_wealth"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "uk/high_value_home_value_knots.json, built by tools/build_uk_high_value_home_stock.py from PolicyEngine/chronicle#343's registrations",
     "survey": "HM Land Registry Price Paid latest sales uprated with the UK House Price Index, owner-weighted by region (the dense value node's knots, region level)"
@@ -1005,7 +1005,7 @@
     "non_residential_property_value"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "MHCLG dwellings and the UK House Price Index regional average price averaged over the twelve months of calendar 2024 from the July 2026 full file, the frame's valuation basis, so the engine's annual uprating from 2024 projects the value once (microcosm#1240 fix 5).",
     "survey": "Public regional property reference"
@@ -1033,7 +1033,7 @@
     "employment_income"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "HMRC, Salary sacrifice reform for pension contributions effective from 6 April 2029",
     "survey": "Family Resources Survey 2024-25 salary-sacrifice respondents and HMRC salary-sacrifice reform analysis"
@@ -1066,7 +1066,7 @@
     "household_source_id"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "Reserved SPI support households for the HMRC Table 2.5 total-income bands from GBP 200,000, stacked at the published band taxpayer count over the donors per band (PolicyEngine/chronicle#280 lane).",
     "survey": "Survey of Personal Incomes Public Use Tape 2022-23 and HMRC Income Tax liabilities statistics July 2026 Table 2.5"
@@ -1088,7 +1088,7 @@
     "student_loan_plan"
    ],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "Explore Education Statistics Table 6a, Higher education total",
     "survey": "Family Resources Survey 2024-25 and Student Loans Company borrower forecasts for England"
@@ -1108,7 +1108,7 @@
    "required_mass_change_reason": "Self-employed gross receipts stored on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "self_employment_income after the SPI income stage; HMRC's published gainers of the raise to GBP 3,000, about 400,000 taxpayers with a lower bill by about GBP 380 on average",
     "survey": "The self-employed's own profit on the final spine, and HMRC's policy paper on the Budget 2026 trading allowance raise (calibration)"
@@ -1130,7 +1130,7 @@
    "required_mass_change_reason": "WAS Lifetime ISA imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed round-8 person and household tabs (interviews April 2020 to March 2022, Great Britain).",
     "survey": "Wealth and Assets Survey round 8"
@@ -1169,7 +1169,7 @@
    "required_mass_change_reason": "WAS wealth imputation on the source spine: household weights pass through unchanged and total household mass is conserved.",
    "rewrites": [],
    "source_manifest": "source_stages.json",
-   "source_manifest_sha256": "6c4005d3b61de079e9cefde5e9414f1aa1d9eb4e38b8afc98560d552079f9fe1",
+   "source_manifest_sha256": "639f03365785f3255471cdc98a088d9ebcf849c226d8c9ec3402f99d386a08b2",
    "source_vintages": {
     "source": "Office for National Statistics Wealth and Assets Survey, UK Data Service SN 7215, DOI 10.5255/UKDA-SN-7215-20; local licensed 2006-22 household tab.",
     "survey": "Wealth and Assets Survey round 8"
diff --git a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
index 19230e4a4d..d82730150d 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
+++ b/packages/microcosm-build/src/microcosm/build/uk/source_stages.json
@@ -655,6 +655,16 @@
       "foster_parent_code": 9,
       "below_age": 16
      },
+     "non_parental_care_child": {
+      "child_codes": [
+       3,
+       4
+      ],
+      "parent_codes": [
+       7,
+       8
+      ]
+     },
      "one_person_age_split": 65,
      "family_role_values": [
       "COUPLE_PARTNER",
@@ -688,12 +698,13 @@
     "ons_family_role",
     "ons_family_index",
     "is_looked_after_by_local_authority",
+    "child_limit_non_parental_caring_exception",
     "ons_household_type"
    ],
    "nonnegative_outputs": [
     "ons_family_index"
    ],
-   "notes": "Derives the ONS Families and households Table 7 household type from the FRS household grid (microcosm#791). Every person's relhrp code becomes relationship_to_head (HEAD for the household reference person, whose relhrp is blank and whose hrpid is 1; hrpnum on the househol tab is the independent check). The pairwise R01-R14 matrix builds ONS families: any partner pair (spouse, cohabitee, civil partner) is a couple; a person with no partner and no own child in the household joins a parent's family through a natural/adopted or step child link (natural before step, then the lowest person number, on ties); foster, in-law, grandparent and sibling links never form a family, so foster children and grandchildren without a parent present stay individuals, as ONS treats them. A child is dependent under 16, or 16-18 in full-time education (child-tab members are in full-time non-advanced education by construction; adults use educft, fted on earlier tapes); 19 and over is non-dependent whatever the education status - the FRS child tab runs to 19, ONS stops at 18, so the two definitions are translated here rather than assumed equal. Household type: one person (split at 65), no family present (two or more unrelated adults, which counts related non-family households such as two siblings), exactly one family classified by that family whatever other individuals live there (a couple plus a lodger is a couple household - the class the #757 person-count restrictions could not place), or two or more families. The ten values are the Chronicle ons-families-households-2025 ons.household_type value ids verbatim, so the frame value, this declaration, the contract row and the published fact share one string. The reciprocity tolerance is the 2024-25 tape's three ordered pairs (two households) where a child records a parent link the parent records as non-relative or sibling; either side's declaration establishes the link, and any other count refuses the build for review. It also sets is_looked_after_by_local_authority for a child-table member under 16 whose grid code toward an adult in their own benefit unit is foster child (5), or toward whom that adult records foster parent (9). The FRS 2024-25 question instructions (Benefit Unit Allocation) put foster children under 16 in the carer's benefit unit, so without the flag policyengine-uk's child tests (Universal Credit, Child Tax Credit, Pension Credit, Tax-Free Childcare, extended childcare and the legacy benefits) count them as the carer's own children. The same instructions make a foster child aged 16 or over a separate benefit unit where a local authority maintenance allowance covers them, so one who stays in the carer's unit has no such allowance and is not marked. The flag follows the relationship code alone: few such children are recorded, and the carer's local-authority fostering allowance (ALLOW3) covers fewer still."
+   "notes": "Derives the ONS Families and households Table 7 household type from the FRS household grid (microcosm#791). Every person's relhrp code becomes relationship_to_head (HEAD for the household reference person, whose relhrp is blank and whose hrpid is 1; hrpnum on the househol tab is the independent check). The pairwise R01-R14 matrix builds ONS families: any partner pair (spouse, cohabitee, civil partner) is a couple; a person with no partner and no own child in the household joins a parent's family through a natural/adopted or step child link (natural before step, then the lowest person number, on ties); foster, in-law, grandparent and sibling links never form a family, so foster children and grandchildren without a parent present stay individuals, as ONS treats them. A child is dependent under 16, or 16-18 in full-time education (child-tab members are in full-time non-advanced education by construction; adults use educft, fted on earlier tapes); 19 and over is non-dependent whatever the education status - the FRS child tab runs to 19, ONS stops at 18, so the two definitions are translated here rather than assumed equal. Household type: one person (split at 65), no family present (two or more unrelated adults, which counts related non-family households such as two siblings), exactly one family classified by that family whatever other individuals live there (a couple plus a lodger is a couple household - the class the #757 person-count restrictions could not place), or two or more families. The ten values are the Chronicle ons-families-households-2025 ons.household_type value ids verbatim, so the frame value, this declaration, the contract row and the published fact share one string. The reciprocity tolerance is the 2024-25 tape's three ordered pairs (two households) where a child records a parent link the parent records as non-relative or sibling; either side's declaration establishes the link, and any other count refuses the build for review. It also sets is_looked_after_by_local_authority for a child-table member under 16 whose grid code toward an adult in their own benefit unit is foster child (5), or toward whom that adult records foster parent (9). The FRS 2024-25 question instructions (Benefit Unit Allocation) put foster children under 16 in the carer's benefit unit, so without the flag policyengine-uk's child tests (Universal Credit, Child Tax Credit, Pension Credit, Tax-Free Childcare, extended childcare and the legacy benefits) count them as the carer's own children. The same instructions make a foster child aged 16 or over a separate benefit unit where a local authority maintenance allowance covers them, so one who stays in the carer's unit has no such allowance and is not marked. The flag follows the relationship code alone: few such children are recorded, and the carer's local-authority fostering allowance (ALLOW3) covers fewer still. It also sets child_limit_non_parental_caring_exception, policyengine-uk's two-child limit exception for non-parental caring arrangements (UC Regs 2013 Sch 12 para 4; CTC Regs 2002 reg 12), for a child-table member whom no adult of their own benefit unit claims as a natural, adopted or step child (the child's grid code toward the adult is child or step child, 3 or 4, or the adult's toward the child is parent or step parent, 7 or 8) and whom no local authority placed there: a child living with kinship or friends carers, or with a claimant whose own child is the child's parent. Nothing set it before, so the engine paid no child element for such a third or later child born from 6 April 2017. The multiple births, adoption and non-consensual conception exceptions stay at the engine's default: the FRS has no twin field and its birth dates are blank (María's ruling of 2 November 2026; microcosm#1095)."
   },
   {
    "stage": "frs_employment",
diff --git a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
index c23fef5cdf..536af9887f 100644
--- a/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
+++ b/packages/microcosm-build/src/microcosm/build/uk/spec/sources.yaml
@@ -685,6 +685,9 @@ stages:
       foster_child_code: 5
       foster_parent_code: 9
       below_age: 16
+    non_parental_care_child:
+      child_codes: [3, 4]
+      parent_codes: [7, 8]
     one_person_age_split: 65
     family_role_values: [COUPLE_PARTNER, LONE_PARENT, DEPENDENT_CHILD, NON_DEPENDENT_CHILD, INDIVIDUAL]
     household_type_values:
@@ -708,10 +711,11 @@ stages:
   - ons_family_role
   - ons_family_index
   - is_looked_after_by_local_authority
+  - child_limit_non_parental_caring_exception
   - ons_household_type
   nonnegative_outputs:
   - ons_family_index
-  notes: "Derives the ONS Families and households Table 7 household type from the FRS household grid (microcosm#791). Every person's relhrp code becomes relationship_to_head (HEAD for the household reference person, whose relhrp is blank and whose hrpid is 1; hrpnum on the househol tab is the independent check). The pairwise R01-R14 matrix builds ONS families: any partner pair (spouse, cohabitee, civil partner) is a couple; a person with no partner and no own child in the household joins a parent's family through a natural/adopted or step child link (natural before step, then the lowest person number, on ties); foster, in-law, grandparent and sibling links never form a family, so foster children and grandchildren without a parent present stay individuals, as ONS treats them. A child is dependent under 16, or 16-18 in full-time education (child-tab members are in full-time non-advanced education by construction; adults use educft, fted on earlier tapes); 19 and over is non-dependent whatever the education status - the FRS child tab runs to 19, ONS stops at 18, so the two definitions are translated here rather than assumed equal. Household type: one person (split at 65), no family present (two or more unrelated adults, which counts related non-family households such as two siblings), exactly one family classified by that family whatever other individuals live there (a couple plus a lodger is a couple household - the class the #757 person-count restrictions could not place), or two or more families. The ten values are the Chronicle ons-families-households-2025 ons.household_type value ids verbatim, so the frame value, this declaration, the contract row and the published fact share one string. The reciprocity tolerance is the 2024-25 tape's three ordered pairs (two households) where a child records a parent link the parent records as non-relative or sibling; either side's declaration establishes the link, and any other count refuses the build for review. It also sets is_looked_after_by_local_authority for a child-table member under 16 whose grid code toward an adult in their own benefit unit is foster child (5), or toward whom that adult records foster parent (9). The FRS 2024-25 question instructions (Benefit Unit Allocation) put foster children under 16 in the carer's benefit unit, so without the flag policyengine-uk's child tests (Universal Credit, Child Tax Credit, Pension Credit, Tax-Free Childcare, extended childcare and the legacy benefits) count them as the carer's own children. The same instructions make a foster child aged 16 or over a separate benefit unit where a local authority maintenance allowance covers them, so one who stays in the carer's unit has no such allowance and is not marked. The flag follows the relationship code alone: few such children are recorded, and the carer's local-authority fostering allowance (ALLOW3) covers fewer still."
+  notes: "Derives the ONS Families and households Table 7 household type from the FRS household grid (microcosm#791). Every person's relhrp code becomes relationship_to_head (HEAD for the household reference person, whose relhrp is blank and whose hrpid is 1; hrpnum on the househol tab is the independent check). The pairwise R01-R14 matrix builds ONS families: any partner pair (spouse, cohabitee, civil partner) is a couple; a person with no partner and no own child in the household joins a parent's family through a natural/adopted or step child link (natural before step, then the lowest person number, on ties); foster, in-law, grandparent and sibling links never form a family, so foster children and grandchildren without a parent present stay individuals, as ONS treats them. A child is dependent under 16, or 16-18 in full-time education (child-tab members are in full-time non-advanced education by construction; adults use educft, fted on earlier tapes); 19 and over is non-dependent whatever the education status - the FRS child tab runs to 19, ONS stops at 18, so the two definitions are translated here rather than assumed equal. Household type: one person (split at 65), no family present (two or more unrelated adults, which counts related non-family households such as two siblings), exactly one family classified by that family whatever other individuals live there (a couple plus a lodger is a couple household - the class the #757 person-count restrictions could not place), or two or more families. The ten values are the Chronicle ons-families-households-2025 ons.household_type value ids verbatim, so the frame value, this declaration, the contract row and the published fact share one string. The reciprocity tolerance is the 2024-25 tape's three ordered pairs (two households) where a child records a parent link the parent records as non-relative or sibling; either side's declaration establishes the link, and any other count refuses the build for review. It also sets is_looked_after_by_local_authority for a child-table member under 16 whose grid code toward an adult in their own benefit unit is foster child (5), or toward whom that adult records foster parent (9). The FRS 2024-25 question instructions (Benefit Unit Allocation) put foster children under 16 in the carer's benefit unit, so without the flag policyengine-uk's child tests (Universal Credit, Child Tax Credit, Pension Credit, Tax-Free Childcare, extended childcare and the legacy benefits) count them as the carer's own children. The same instructions make a foster child aged 16 or over a separate benefit unit where a local authority maintenance allowance covers them, so one who stays in the carer's unit has no such allowance and is not marked. The flag follows the relationship code alone: few such children are recorded, and the carer's local-authority fostering allowance (ALLOW3) covers fewer still. It also sets child_limit_non_parental_caring_exception, policyengine-uk's two-child limit exception for non-parental caring arrangements (UC Regs 2013 Sch 12 para 4; CTC Regs 2002 reg 12), for a child-table member whom no adult of their own benefit unit claims as a natural, adopted or step child (the child's grid code toward the adult is child or step child, 3 or 4, or the adult's toward the child is parent or step parent, 7 or 8) and whom no local authority placed there: a child living with kinship or friends carers, or with a claimant whose own child is the child's parent. Nothing set it before, so the engine paid no child element for such a third or later child born from 6 April 2017. The multiple births, adoption and non-consensual conception exceptions stay at the engine's default: the FRS has no twin field and its birth dates are blank (María's ruling of 2 November 2026; microcosm#1095)."
 - stage: frs_employment
   survey: Family Resources Survey 2024-25
   source: Department for Work and Pensions Family Resources Survey 2024-25, UK Data Service SN 9563, DOI 10.5255/UKDA-SN-9563-1; local licensed 2024_25 tabs.
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_relationships.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_relationships.py
index 1c06a56c22..999b4bac6b 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_relationships.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/frs_relationships.py
@@ -5,7 +5,10 @@
 pairwise ``R01``-``R14`` matrix — and derives four frame columns: the
 relationship to the head, each person's role inside an ONS family, the family
 index within the household, and the household's ONS Families and households
-Table 7 type. The ten household-type values are Chronicle's own category
+Table 7 type. From the same grid it marks two kinds of child for
+policyengine-uk: those a local authority placed in the household, and those
+in non-parental care, the two-child limit's kinship and friends care
+exception. The ten household-type values are Chronicle's own category
 identifiers for the ``ons.household_type`` dimension, so the frame value, the
 manifest declaration, the contract row and the published fact share one
 string.
@@ -58,6 +61,7 @@
     "FRS_RELATIONSHIPS_STAGE_NAME",
     "FRS_RELATIONSHIPS_TABLES",
     "LOOKED_AFTER_CHILD_RULE",
+    "NON_PARENTAL_CARE_CHILD_RULE",
     "ONS_DEPENDENT_CHILD_RULE",
     "ONS_FAMILY_LINK_CODES",
     "ONS_FAMILY_ROLE_VALUES",
@@ -81,6 +85,7 @@
     "ons_family_role",
     "ons_family_index",
     "is_looked_after_by_local_authority",
+    "child_limit_non_parental_caring_exception",
     "ons_household_type",
 )
 FRS_RELATIONSHIPS_PERSON_OUTPUT_COLUMNS = (
@@ -88,6 +93,7 @@
     "ons_family_role",
     "ons_family_index",
     "is_looked_after_by_local_authority",
+    "child_limit_non_parental_caring_exception",
 )
 FRS_RELATIONSHIPS_HOUSEHOLD_OUTPUT_COLUMNS = ("ons_household_type",)
 
@@ -195,6 +201,21 @@
     "foster_parent_code": 9,
     "below_age": 16,
 }
+#: A child in non-parental care (policyengine-uk's
+#: ``child_limit_non_parental_caring_exception``; UC Regs 2013 Sch 12 para 4,
+#: CTC Regs 2002 reg 12): a child-table member whom no adult of their own
+#: benefit unit claims as a natural, adopted or step child (the child's grid
+#: code toward the adult is child or step child, 3 or 4, or the adult's toward
+#: the child is parent or step parent, 7 or 8; either side's declaration
+#: establishes the link) and whom no local authority placed there. Such a
+#: child lives with kinship or friends carers, or with a claimant whose own
+#: child is the child's parent. The multiple births, adoption and
+#: non-consensual conception exceptions stay false: the FRS has no twin field,
+#: and its birth dates are blank (María's ruling of 2026-11-02).
+NON_PARENTAL_CARE_CHILD_RULE: Mapping[str, tuple[int, ...]] = {
+    "child_codes": (3, 4),
+    "parent_codes": (7, 8),
+}
 
 FRS_RELATIONSHIPS_DOCUMENTATION: Mapping[str, str] = {
     "frs_codes": (
@@ -238,6 +259,9 @@ def frs_relationships_operation_parameters() -> dict[str, Any]:
         },
         "dependent_child": dict(ONS_DEPENDENT_CHILD_RULE),
         "looked_after_child": dict(LOOKED_AFTER_CHILD_RULE),
+        "non_parental_care_child": {
+            key: list(codes) for key, codes in NON_PARENTAL_CARE_CHILD_RULE.items()
+        },
         "one_person_age_split": ONS_ONE_PERSON_AGE_SPLIT,
         "family_role_values": list(ONS_FAMILY_ROLE_VALUES),
         "household_type_values": list(CHRONICLE_ONS_HOUSEHOLD_TYPE_VALUE_IDS),
@@ -469,6 +493,7 @@ def derive_frs_relationships(
     family_index = np.zeros(len(person), dtype="int64")
     role = np.full(len(person), "INDIVIDUAL", dtype=object)
     looked_after = np.zeros(len(person), dtype=bool)
+    non_parental_care = np.zeros(len(person), dtype=bool)
     household_type: dict[int, str] = {}
 
     counters = {
@@ -516,6 +541,15 @@ def derive_frs_relationships(
             & (ages[rows] < LOOKED_AFTER_CHILD_RULE["below_age"])
             & (foster_child_of & same_unit).any(axis=1)
         )
+        parented_by = np.isin(
+            matrix, NON_PARENTAL_CARE_CHILD_RULE["child_codes"]
+        ) | np.isin(matrix.T, NON_PARENTAL_CARE_CHILD_RULE["parent_codes"])
+        unit_adult = same_unit & ~from_child_tab[rows][None, :]
+        non_parental_care[rows] = (
+            from_child_tab[rows]
+            & ~looked_after[rows]
+            & ~(parented_by & unit_adult).any(axis=1)
+        )
         counters["grid_reciprocity_mismatches"] += int(
             np.triu(partner != partner.T, 1).sum()
         ) + int((child_of != parent_of.T).sum())
@@ -676,6 +710,7 @@ def derive_frs_relationships(
         "domain_violations": domain_violations,
         "dependency_counts": dependency_counts,
         "looked_after_children": int(looked_after.sum()),
+        "non_parental_care_children": int(non_parental_care.sum()),
         "household_type_counts": type_counts,
         "household_type_weighted": type_weighted,
         "partition_closes": sum(type_counts.values()) == int(len(household_table_ids)),
@@ -689,6 +724,7 @@ def derive_frs_relationships(
             "ons_family_role": role,
             "ons_family_index": family_index,
             "is_looked_after_by_local_authority": looked_after,
+            "child_limit_non_parental_caring_exception": non_parental_care,
         },
         index=person.index,
     )
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
index ba3aabaf99..3bc1247cd4 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/graph.py
@@ -796,6 +796,7 @@ def _cells(
         _Cell("person", "ons_family_role", "string"),
         _Cell("person", "ons_family_index", "int64"),
         _Cell("person", "is_looked_after_by_local_authority", "bool"),
+        _Cell("person", "child_limit_non_parental_caring_exception", "bool"),
         _Cell("household", "ons_household_type", "string"),
     ),
     "frs_employment": (
diff --git a/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py b/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py
index 9b68b3f19f..487f7df230 100644
--- a/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py
+++ b/packages/microcosm-build/src/microcosm/build/uk_runtime/terminal_gates.py
@@ -387,6 +387,7 @@ def __post_init__(self) -> None:
     "person.uc_is_in_startup_period",
     "person.uc_is_in_gainful_self_employment",
     "person.is_looked_after_by_local_authority",
+    "person.child_limit_non_parental_caring_exception",
     "person.would_claim_carers_allowance",
     "person.would_claim_marriage_allowance",
     "person.would_claim_scp",
diff --git a/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_relationships.py b/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_relationships.py
index 373b7a9a72..15736cf7b1 100644
--- a/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_relationships.py
+++ b/packages/microcosm-build/tests/engine_free/uk/test_uk_frs_relationships.py
@@ -445,6 +445,64 @@ def test_older_foster_children_and_other_units_are_not_marked() -> None:
     assert result.evidence["looked_after_children"] == 0
 
 
+def _non_parental(result) -> list[bool]:
+    return result.person_values["child_limit_non_parental_caring_exception"].tolist()
+
+
+def test_a_child_whose_unit_holds_no_parent_is_in_non_parental_care() -> None:
+    # A grandparent carer; a lone teenage mother's baby in her parents' unit,
+    # whose own parent is a child of that unit (UC Regs 2013 Sch 12 para 4).
+    result = _derive(
+        [
+            _person(1, age=60, hrp=True, rel={2: GRANDPARENT}),
+            _person(2, age=7, table="child", rel={1: GRANDCHILD}),
+        ],
+        [
+            _person(1, age=45, hrp=True, rel={2: PARENT, 3: GRANDPARENT}),
+            _person(2, age=15, table="child", rel={1: CHILD, 3: PARENT}),
+            _person(3, age=0, table="child", rel={1: GRANDCHILD, 2: CHILD}),
+        ],
+    )
+
+    assert _non_parental(result) == [False, True, False, False, True]
+    assert result.evidence["non_parental_care_children"] == 2
+
+
+def test_a_parent_or_step_parent_in_the_unit_leaves_the_child_unmarked() -> None:
+    # Natural, adopted and step children of either partner, the link read
+    # from either side of the grid (the child's own entry here reads
+    # non-relative).
+    one, two = _couple(code=COHABITEE)
+    result = _derive(
+        [
+            _person(1, age=40, hrp=True, rel={**one, 3: PARENT, 4: STEP_PARENT}),
+            _person(2, age=38, rel={**two, 3: STEP_PARENT}),
+            _person(3, age=12, table="child", rel={1: CHILD, 2: STEP_CHILD}),
+            _person(4, age=9, table="child", rel={1: NON_RELATIVE, 2: NON_RELATIVE}),
+        ]
+    )
+
+    assert _non_parental(result) == [False, False, False, False]
+    assert result.evidence["non_parental_care_children"] == 0
+
+
+def test_placed_children_adults_and_parents_elsewhere_follow_the_unit() -> None:
+    result = _derive(
+        [
+            # A local authority placement is not a caring arrangement of the
+            # claimant's own.
+            _person(1, age=45, hrp=True, rel={2: FOSTER_PARENT, 3: GRANDPARENT}),
+            _person(2, age=8, table="child", rel={1: FOSTER_CHILD}),
+            # The parent lives in the household in a benefit unit of their
+            # own, so the grandparent's unit holds no parent of the child.
+            _person(3, age=4, table="child", rel={1: GRANDCHILD, 4: CHILD}),
+            _person(4, age=20, rel={1: CHILD, 3: PARENT}, benunit=2),
+        ]
+    )
+
+    assert _non_parental(result) == [False, False, True, False]
+
+
 def test_weighted_cells_and_domains_in_evidence() -> None:
     person, household, adult, child, raw_household = _tables(
         [_person(1, age=30, hrp=True)],
diff --git a/packages/microcosm-data/src/microcosm/data/contract.py b/packages/microcosm-data/src/microcosm/data/contract.py
index 3c7bb8095f..04c42bacbd 100644
--- a/packages/microcosm-data/src/microcosm/data/contract.py
+++ b/packages/microcosm-data/src/microcosm/data/contract.py
@@ -451,13 +451,13 @@ def compatibility_claim_declarer_error(declared_by: object) -> str | None:
 # fingerprint derives from the manifest digest. Editing the spec moves all
 # three here in the same reviewed change.
 _UK_GATE_BATTERY_POLICY_SHA256 = (
-    "42d3f37d0f60dd9340f885f1f2d82fe088c225e2de6f61c8d596e82a8be648d0"
+    "a122451b95dceef568d5010f9bb10e28bdbd541b018130a49de2dca28918a245"
 )
 _UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "2492244008f02451fbc838ce80b432575ffb4ed58379316620b59b8486bfb9df"
+    "54715004a5c750dab827297401073948b30105aa390e01afd76e3e01394ea702"
 )
 _UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "6910fc888c870439609265c761823b19d8746c50c7cd7a908e2ccee056dda70d"
+    "d5f9b680538cf546f1151f77b1c7caf42db5e8ba4bacc4ad12d8a52b8d364764"
 )
 #: Spec entry id -> the legacy gate name whose observable detail checks
 #: apply unchanged (the battery re-keys the report by entry id; the gate
@@ -998,10 +998,10 @@ def _uk_line_cut_tag_re(release_id: str) -> re.Pattern[str] | None:
     },
     "release_cut": {
         "gates_manifest_sha256": (
-            "97a16c72db2c97d224a7e6e26f4afcad6eec4ed581b337bdb68fe9df4dbea82d"
+            "a982dd3b327468726be216501a162baa0c35ae4973979fc8ad5c50addf825a26"
         ),
         "policy_sha256": (
-            "9961e4d3417e7812fb2248bd757fa057c2c3e08643dd4cc058da4713aae57057"
+            "cd33838ccee5bc26ddf086c5b655cf1a8f6785858eaf68b0e9f89b60136d79d8"
         ),
     },
 }
diff --git a/packages/microcosm-data/tests/engine_free/shared/test_contract.py b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
index 15020607a5..f0d85bcb95 100644
--- a/packages/microcosm-data/tests/engine_free/shared/test_contract.py
+++ b/packages/microcosm-data/tests/engine_free/shared/test_contract.py
@@ -220,13 +220,13 @@ def _trusted_terminal_gate_signing_key(monkeypatch) -> None:
 UK_GATE_BATTERY_PRODUCER = "microcosm.build.gate_battery"
 UK_GATE_BATTERY_SIGNING_KEY_ENV = "MICROCOSM_UK_TERMINAL_GATE_SIGNING_KEY"
 UK_GATE_BATTERY_POLICY_SHA256 = (
-    "42d3f37d0f60dd9340f885f1f2d82fe088c225e2de6f61c8d596e82a8be648d0"
+    "a122451b95dceef568d5010f9bb10e28bdbd541b018130a49de2dca28918a245"
 )
 UK_GATE_BATTERY_GATES_MANIFEST_SHA256 = (
-    "2492244008f02451fbc838ce80b432575ffb4ed58379316620b59b8486bfb9df"
+    "54715004a5c750dab827297401073948b30105aa390e01afd76e3e01394ea702"
 )
 UK_GATE_BATTERY_SPEC_FINGERPRINT = (
-    "6910fc888c870439609265c761823b19d8746c50c7cd7a908e2ccee056dda70d"
+    "d5f9b680538cf546f1151f77b1c7caf42db5e8ba4bacc4ad12d8a52b8d364764"
 )
 UK_GATE_BATTERY_DEGENERATE_EVIDENCE_SHA256 = (
     "f246388de42654dd68dbbb40c42282001b5b0a8bf48976162bcb1199085cb1d3"
diff --git a/packages/microcosm-frame/src/microcosm/frame/adapters/policyengine_uk_concepts.py b/packages/microcosm-frame/src/microcosm/frame/adapters/policyengine_uk_concepts.py
index 4fe2bc1655..6497ce0bd2 100644
--- a/packages/microcosm-frame/src/microcosm/frame/adapters/policyengine_uk_concepts.py
+++ b/packages/microcosm-frame/src/microcosm/frame/adapters/policyengine_uk_concepts.py
@@ -231,15 +231,17 @@
 )
 _UK_CHILD_LIMIT_EXCEPTIONS_AT_DEFAULT = (
     "The exceptions to the Universal Credit and Child Tax Credit two-child limit "
-    "(UC Regs 2013 Sch 12; CTC Regs 2002 regs 9 to 14; policyengine-uk 2.161.0): "
-    "multiple births, adoption, non-parental caring arrangements, non-consensual "
-    "conception and the continuation of an earlier exception. The FRS records "
-    "none of them as such, so each stays false, and a third or later child who "
-    "qualifies for one gets no child element: Universal Credit is understated "
-    "for those families until the limit ends on 6 April 2026. Multiple births "
-    "(siblings of the same age) and non-parental care (a child whose benefit "
-    "unit holds no parent) could be read from the FRS household grid after this "
-    "lock (microcosm#1095; for María's signature)."
+    "(UC Regs 2013 Sch 12; CTC Regs 2002 regs 9 to 14; policyengine-uk 2.161.0) "
+    "for multiple births, adoption, non-consensual conception and the "
+    "continuation of an earlier exception. The FRS records none of them as such, "
+    "so each stays false, and a third or later child who qualifies for one gets "
+    "no child element: Universal Credit is understated for those families until "
+    "the limit ends on 6 April 2026. Multiple births stay false although "
+    "siblings of the same age could stand for them: the FRS has no twin field and "
+    "its birth dates are blank, so same-age siblings would also take in siblings "
+    "born under a year apart (María's ruling of 2 November 2026). The "
+    "non-parental caring exception is read from the household grid by "
+    "frs_relationships (microcosm#1095; for María's signature)."
 )
 
 
@@ -328,7 +330,6 @@
             "child_limit_continuation_exception",
             "child_limit_multiple_birth_exception",
             "child_limit_non_consensual_conception_exception",
-            "child_limit_non_parental_caring_exception",
         ),
         _UK_CHILD_LIMIT_EXCEPTIONS_AT_DEFAULT,
     ),
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
index a8195a5a0e..784d330f8a 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/sources/fixture.json
@@ -2125,7 +2125,7 @@
       "nonnegative_outputs": [
         "ons_family_index"
       ],
-      "notes": "Derives the ONS Families and households Table 7 household type from the FRS household grid (microcosm#791). Every person's relhrp code becomes relationship_to_head (HEAD for the household reference person, whose relhrp is blank and whose hrpid is 1; hrpnum on the househol tab is the independent check). The pairwise R01-R14 matrix builds ONS families: any partner pair (spouse, cohabitee, civil partner) is a couple; a person with no partner and no own child in the household joins a parent's family through a natural/adopted or step child link (natural before step, then the lowest person number, on ties); foster, in-law, grandparent and sibling links never form a family, so foster children and grandchildren without a parent present stay individuals, as ONS treats them. A child is dependent under 16, or 16-18 in full-time education (child-tab members are in full-time non-advanced education by construction; adults use educft, fted on earlier tapes); 19 and over is non-dependent whatever the education status - the FRS child tab runs to 19, ONS stops at 18, so the two definitions are translated here rather than assumed equal. Household type: one person (split at 65), no family present (two or more unrelated adults, which counts related non-family households such as two siblings), exactly one family classified by that family whatever other individuals live there (a couple plus a lodger is a couple household - the class the #757 person-count restrictions could not place), or two or more families. The ten values are the Chronicle ons-families-households-2025 ons.household_type value ids verbatim, so the frame value, this declaration, the contract row and the published fact share one string. The reciprocity tolerance is the 2024-25 tape's three ordered pairs (two households) where a child records a parent link the parent records as non-relative or sibling; either side's declaration establishes the link, and any other count refuses the build for review. It also sets is_looked_after_by_local_authority for a child-table member under 16 whose grid code toward an adult in their own benefit unit is foster child (5), or toward whom that adult records foster parent (9). The FRS 2024-25 question instructions (Benefit Unit Allocation) put foster children under 16 in the carer's benefit unit, so without the flag policyengine-uk's child tests (Universal Credit, Child Tax Credit, Pension Credit, Tax-Free Childcare, extended childcare and the legacy benefits) count them as the carer's own children. The same instructions make a foster child aged 16 or over a separate benefit unit where a local authority maintenance allowance covers them, so one who stays in the carer's unit has no such allowance and is not marked. The flag follows the relationship code alone: few such children are recorded, and the carer's local-authority fostering allowance (ALLOW3) covers fewer still.",
+      "notes": "Derives the ONS Families and households Table 7 household type from the FRS household grid (microcosm#791). Every person's relhrp code becomes relationship_to_head (HEAD for the household reference person, whose relhrp is blank and whose hrpid is 1; hrpnum on the househol tab is the independent check). The pairwise R01-R14 matrix builds ONS families: any partner pair (spouse, cohabitee, civil partner) is a couple; a person with no partner and no own child in the household joins a parent's family through a natural/adopted or step child link (natural before step, then the lowest person number, on ties); foster, in-law, grandparent and sibling links never form a family, so foster children and grandchildren without a parent present stay individuals, as ONS treats them. A child is dependent under 16, or 16-18 in full-time education (child-tab members are in full-time non-advanced education by construction; adults use educft, fted on earlier tapes); 19 and over is non-dependent whatever the education status - the FRS child tab runs to 19, ONS stops at 18, so the two definitions are translated here rather than assumed equal. Household type: one person (split at 65), no family present (two or more unrelated adults, which counts related non-family households such as two siblings), exactly one family classified by that family whatever other individuals live there (a couple plus a lodger is a couple household - the class the #757 person-count restrictions could not place), or two or more families. The ten values are the Chronicle ons-families-households-2025 ons.household_type value ids verbatim, so the frame value, this declaration, the contract row and the published fact share one string. The reciprocity tolerance is the 2024-25 tape's three ordered pairs (two households) where a child records a parent link the parent records as non-relative or sibling; either side's declaration establishes the link, and any other count refuses the build for review. It also sets is_looked_after_by_local_authority for a child-table member under 16 whose grid code toward an adult in their own benefit unit is foster child (5), or toward whom that adult records foster parent (9). The FRS 2024-25 question instructions (Benefit Unit Allocation) put foster children under 16 in the carer's benefit unit, so without the flag policyengine-uk's child tests (Universal Credit, Child Tax Credit, Pension Credit, Tax-Free Childcare, extended childcare and the legacy benefits) count them as the carer's own children. The same instructions make a foster child aged 16 or over a separate benefit unit where a local authority maintenance allowance covers them, so one who stays in the carer's unit has no such allowance and is not marked. The flag follows the relationship code alone: few such children are recorded, and the carer's local-authority fostering allowance (ALLOW3) covers fewer still. It also sets child_limit_non_parental_caring_exception, policyengine-uk's two-child limit exception for non-parental caring arrangements (UC Regs 2013 Sch 12 para 4; CTC Regs 2002 reg 12), for a child-table member whom no adult of their own benefit unit claims as a natural, adopted or step child (the child's grid code toward the adult is child or step child, 3 or 4, or the adult's toward the child is parent or step parent, 7 or 8) and whom no local authority placed there: a child living with kinship or friends carers, or with a claimant whose own child is the child's parent. Nothing set it before, so the engine paid no child element for such a third or later child born from 6 April 2017. The multiple births, adoption and non-consensual conception exceptions stay at the engine's default: the FRS has no twin field and its birth dates are blank (Mar\u00eda's ruling of 2 November 2026; microcosm#1095).",
       "operations": [
         {
           "delimiter": "\t",
@@ -2264,6 +2264,16 @@
             "foster_child_code": 5,
             "foster_parent_code": 9
           },
+          "non_parental_care_child": {
+            "child_codes": [
+              3,
+              4
+            ],
+            "parent_codes": [
+              7,
+              8
+            ]
+          },
           "one_person_age_split": 65,
           "reciprocity_mismatch_tolerance": 3,
           "source_columns": {
@@ -2298,6 +2308,7 @@
         "ons_family_role",
         "ons_family_index",
         "is_looked_after_by_local_authority",
+        "child_limit_non_parental_caring_exception",
         "ons_household_type"
       ],
       "rewrites": [],
diff --git a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
index 8f44ea01f3..f1875dcc44 100644
--- a/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
+++ b/packages/microcosm-graph/tests/fixtures/parity/uk_spine/uk_spine.json
@@ -1 +1 @@
-{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_price_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_fuel_code","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_private_fuel","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_contribution","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"879fdd6e1e5832b94af4259b1028f852470bbe2c3ab19b61ce5f92a2e9c12ec4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_price_band","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_fuel_code","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_private_fuel","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_contribution","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"85aca92dcc0590c2147cfc7e0886664f26cd8e1bc0b1de728d11fa567e9fd8b4","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"6b2e0264fbac47dae5e1fc4fa9e980c5c2caf7f12f165129649a559f3ad7a154","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"2475738aee1e2bba3d93a759ee77b7b1a62e6a87feb07ac7b86c9150d2769009","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"4754ace499836c44b00c1c53a9ef5fd686d3a29108d0d546d7a11dcc37ee8807","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"b12912d2eee7e34ade513aa02dd554cbb26a7dc014155a031c53d1defe53a077","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before company_cars rewrites.","id":"company_cars.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage company_cars.","id":"company_cars","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.company_cars@1","mass":"conserve","outputs":[{"column":"company_car_list_price","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_co2_emissions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_fuel_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_electric_range","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_capital_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_private_fuel_provided","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"company_cars","stage_contract_sha256":"a4e0348ecb76f8550486df0682d4f2d6b7d2dee3038f5bbcf6bd0a347b7dfa6a","time_period":"2024"},"population":"company_cars.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"company_cars.boundary","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported","uc_is_in_gainful_self_employment"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"bf0389b9b72cd952ff1290dc190f2860497f6c68bb08dc2fa6f523bb33f59ab1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5022c27a480f057f8b8a4f87d9305ad00b1b9c724b225e37b02403b79b99f82e","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"7af04815a11c84990306ea0293606448cdce83bb57359fe3bb4ffbf592a39fb2","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f96c01de0180936596838a5cfb586e398ac33e521b4e2e58f6ed10c0dfd2fea8","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e250659703c5adff30913542045ec0a0a78993db0d097137cea9a69f912de99","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"2c5f860468ce64c1b7216e15d1f0f832d6dca5039b034af3e71470f4f682d21a","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"1f5bb5a59426d5a1f0a8ba40180b744725be29dea741a4e93924f4f55e9a7e11","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"bd7d87d11fb5271cd5a3e26a0268f2eaacb155fa87a9f4a8f00a6418b6da6b5c","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"c99071c19d0184440163f7ab49ee33cc19ad0ad4e2f6462ed50c36917b0da364","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["child_benefit_opts_out","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"child_benefit_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"88a0f5974de73dc778a782c9ce6e5f811e9d17e9eb86a30207bc9276134e53af","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"b5d27d6b6307acec73a9336a00ef3e4cd900164787362e1157a49ffaa8af50ef","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"57d73fd1e8673d747fed04bb73b3eb1a8b215f73b7d24dd5b191b10ecf1e505f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"722e19b00e13d98ce9fde4069ef6ebf3e30ed9143871bec788992a36b94b5e85","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"d653f391e521528a66aae725488c307945ed870203e3070c89766ecaae392624","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"7cf2cf79bd0f9a92f2a334081a35c8bfe24a0b841131fb9a8b8aceee6caf2dba","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","student_loan_repayments","student_loans","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"carers_allowance_take_up.boundary","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"9fc3e3ecf333df38206c9627470ca0c1a9d8abbea7534f6367e01868fdc3081f","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage trading_allowance_receipts.","id":"trading_allowance_receipts","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","lifetime_isa_payments","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.trading_allowance_receipts@1","mass":"conserve","outputs":[{"column":"self_employment_gross_receipts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"trading_allowance_receipts","stage_contract_sha256":"f91329806570bd874750845816de96b28160e766e8e26bf1174cb0809ad8ff43","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}
+{"country":"uk","nodes":[{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Load the source-bound UK FRS root population.","id":"create_uk_frs","inputs":[],"kernel":"uk.create@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_price_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_fuel_code","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_private_fuel","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_company_car_contribution","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"sample_fraction":1.0,"sample_seed":578,"stage_contract_sha256":"879fdd6e1e5832b94af4259b1028f852470bbe2c3ab19b61ce5f92a2e9c12ec4","time_period":"2024"},"population":null,"sources":["frs"],"structural":"create","weights":null},{"base":"create_uk_frs","citation":"","description":"Ownership boundary for the source-assembling root stage.","id":"frs_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"base":null,"citation":"","description":"Claim the cells assembled by the UK FRS root transform.","id":"frs_spine","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"gender","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"months_since_last_birthday","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"marital_status","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hours_worked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"care_hours","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_care_hours_in_household","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_household_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_benunit_head","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_parent","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_blind","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_uc_claimant","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_claimant_or_partner","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_hbai_dependent_child","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_boarder","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent_paid_as_lodger","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"spousal_maintenance_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"miscellaneous_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_transfer_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"lump_sum_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loan_repayments","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_sick_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_maternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"statutory_paternity_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"student_loans","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"access_fund","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"healthy_start_vouchers","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_breakfasts","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_fruit_veg","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"free_school_meals","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maintenance_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"childcare_expenses","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_asked","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_bonus_amount","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_price_band","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_fuel_code","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_private_fuel","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_company_car_contribution","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"incapacity_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_married","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dependent_children","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"liable_for_share_of_household_rent","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"region","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_single_adult_raw","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"external_child_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{},"population":"frs_spine.boundary","sources":[],"structural":"none","weights":null},{"base":"frs_spine.boundary","citation":"","description":"Ownership boundary before age_tail rewrites.","id":"age_tail.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage age_tail.","id":"age_tail","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["external_child_payments","region"],"entity":"household","rows":"all"},{"columns":["gender"],"entity":"person","rows":"all"}],"kernel":"uk.stage.age_tail@1","mass":"conserve","outputs":[{"column":"age","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"age_tail","stage_contract_sha256":"963a34f38caede2525e3b8735f904bb70a1bbef5a272f0eefd4346343444484f","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_relationships.","id":"frs_relationships","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_household_head"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_relationships@1","mass":"conserve","outputs":[{"column":"relationship_to_head","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_role","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_family_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_looked_after_by_local_authority","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"child_limit_non_parental_caring_exception","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"ons_household_type","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_relationships","stage_contract_sha256":"ae32bf855753d3b7505e54a18532b1b53a04b6beda764cc09ad09462cf130085","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_employment.","id":"frs_employment","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_employment@1","mass":"conserve","outputs":[{"column":"employment_status","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_sector","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"sic_industry_division","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_employment","stage_contract_sha256":"ddbefaf05b44788d794a6e4b0e8926c14318d66e50d2f11f50ca549538bbf60c","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_council_tax.","id":"frs_council_tax","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","sic_industry_division"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_council_tax@1","mass":"conserve","outputs":[{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_council_tax","stage_contract_sha256":"06804f54c12d25f2afcb31eec27789802f663cb42689a932dc32f3ba5fc05fff","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_disability.","id":"frs_disability","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax","region"],"entity":"household","rows":"all"},{"columns":["afcs_reported","age","attendance_allowance_reported","dla_m_reported","dla_sc_reported","esa_contrib_reported","esa_income_reported","iidb_reported","incapacity_benefit_reported","pip_dl_reported","pip_m_reported","sda_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_disability@1","mass":"conserve","outputs":[{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_disability","stage_contract_sha256":"ac500b4cb1bc04d4fb72d198592dd376d61da8c150921a6ac53914ac18be0508","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education.","id":"frs_education","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","esa_contrib_reported","esa_income_reported","is_severely_disabled_for_benefits","jsa_contrib_reported","jsa_income_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education@1","mass":"conserve","outputs":[{"column":"current_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"highest_education","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_non_advanced_education","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"is_in_approved_training","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_started_or_accepted_current_education_or_training","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_before_universal_credit_qualifying_young_person_terminal_date","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"adult_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"child_ema","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"reports_outstanding_student_loan","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"age_left_full_time_education","dtype":"int64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education","stage_contract_sha256":"592ddc77703f19bb3e1d48b6aecffc98b4e2abd3379db84a06e011bde4fa5549","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_legacy_proxies.","id":"frs_legacy_proxies","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_legacy_proxies@1","mass":"conserve","outputs":[{"column":"legacy_jobseeker_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_health_condition_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"esa_support_group_proxy","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_legacy_proxies","stage_contract_sha256":"1ecf761cf3fa7180da15659e138e67a8654e58272b4fde28344aa27a874ad0aa","time_period":"2024"},"population":"age_tail.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"age_tail.boundary","citation":"","description":"Ownership boundary before frs_education_grant_split rewrites.","id":"frs_education_grant_split.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_education_grant_split.","id":"frs_education_grant_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_education_grant_split@1","mass":"conserve","outputs":[{"column":"disabled_students_allowance_eligible_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"education_grants","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_education_grant_split","stage_contract_sha256":"8718f014b90498c2cc7c754289775ca4a41452d9b978d8cbc5f34b64cbdc7df2","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_take_up.","id":"frs_take_up","inputs":[{"columns":["frs_benunit_capital","is_married"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","child_benefit_reported","education_grants","is_uc_claimant","months_since_last_birthday","pension_credit_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"would_claim_uc_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_take_up","stage_contract_sha256":"78aec80408c50455b37308e5a977fb70df3ecf915d6c1e8f80715ad9b58e62cf","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_person_draws.","id":"frs_person_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employment_income","employment_status","max_free_entitlement_hours_used"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_person_draws@1","mass":"conserve","outputs":[{"column":"would_claim_marriage_allowance","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"would_claim_scp","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"attends_private_school_random_draw","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"tax_free_childcare_spend_routed_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"is_apprentice","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_person_draws","stage_contract_sha256":"112c502d702c640dedbc2dca7d1cfe5ae43e0f0e3ba6acfe49c738dbbfb7e693","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_household_draws.","id":"frs_household_draws","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_household_draws@1","mass":"conserve","outputs":[{"column":"household_owns_tv","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"would_evade_tv_licence_fee","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residential_property_purchased_is_first_home","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"property_purchased","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_household_draws","stage_contract_sha256":"c74c63b09264319c4bf0049dabba00ecd0ce660beb7b53d6dae71518434bc949","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_brma.","id":"frs_brma","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_brma@1","mass":"conserve","outputs":[{"column":"brma","dtype":"string","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_brma","stage_contract_sha256":"4285376b37299d375ed583b7f6b1747bd8b7cb1c8c0d19a36481156b5314a854","time_period":"2024"},"population":"frs_education_grant_split.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"frs_education_grant_split.boundary","citation":"","description":"Freeze the assembled-spine gate population.","id":"frs_brma.checkpoint","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_hmrc_spine_leaves.","id":"frs_hmrc_spine_leaves","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["brma","region"],"entity":"household","rows":"all"},{"columns":["age","employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_hmrc_spine_leaves@1","mass":"conserve","outputs":[{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"ossben_identifiable_subset","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"srp_regular_code5","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_hmrc_spine_leaves","stage_contract_sha256":"6b2e0264fbac47dae5e1fc4fa9e980c5c2caf7f12f165129649a559f3ad7a154","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage frs_annual_income_spells.","id":"frs_annual_income_spells","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","employer_pension_contributions","employment_income","gender","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.frs_annual_income_spells@1","mass":"conserve","outputs":[{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"frs_annual_income_spells","stage_contract_sha256":"2475738aee1e2bba3d93a759ee77b7b1a62e6a87feb07ac7b86c9150d2769009","time_period":"2024"},"population":"frs_brma.checkpoint","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"frs_brma.checkpoint","citation":"","description":"Run structural UK stage spi_support_channel.","id":"spi_support_channel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_support_channel@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","source_household_id","int64"],["household","source_year","int64"],["household","source_household_key","string"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_support_channel","stage_contract_sha256":"2c682605139c0a8f96e8ba45a2c03f506d3f758ef437841066a8fdb8b74269b6","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_support_channel.","id":"spi_support_channel.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"source_household_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_year","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"source_household_key","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["person.person_source_id","person.person_support_channel","person.person_support_clone_index","benunit.benunit_source_id","benunit.benunit_support_channel","benunit.benunit_support_clone_index","household.source_household_id","household.source_year","household.source_household_key","household.household_source_id","household.household_support_channel","household.household_support_clone_index","household.household_is_spi_synthetic"]},"population":"spi_support_channel","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"spi_support_channel","citation":"","description":"Run structural UK stage spi_income_band_donors.","id":"spi_income_band_donors","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.spi_income_band_donors@1","mass":"declared","outputs":[],"params":{"expand_cells":[["person","person_source_id","int64"],["person","person_support_channel","string"],["person","person_support_clone_index","int64"],["benunit","benunit_source_id","int64"],["benunit","benunit_support_channel","string"],["benunit","benunit_support_clone_index","int64"],["household","household_source_id","int64"],["household","household_support_channel","string"],["household","household_support_clone_index","int64"],["household","household_is_spi_synthetic","bool"],["household","household_is_spi_income_band_donor","bool"],["household","spi_income_band_donor_lower_bound","float64"],["person","person_is_spi_income_band_carrier","bool"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_income_band_donors","stage_contract_sha256":"4754ace499836c44b00c1c53a9ef5fd686d3a29108d0d546d7a11dcc37ee8807","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by spi_income_band_donors.","id":"spi_income_band_donors.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"person_source_id","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_channel","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_support_clone_index","dtype":"int64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_source_id","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_channel","dtype":"string","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"benunit_support_clone_index","dtype":"int64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_source_id","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_channel","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_support_clone_index","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_synthetic","dtype":"bool","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"household_is_spi_income_band_donor","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"spi_income_band_donor_lower_bound","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"person_is_spi_income_band_carrier","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_spi_income_band_donor","household.spi_income_band_donor_lower_bound","person.person_is_spi_income_band_carrier"]},"population":"spi_income_band_donors","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_spi_income_spine.","id":"hmrc_spi_income_spine","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","rent_paid_as_boarder","rent_paid_as_lodger","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","maintenance_expenses","childcare_expenses","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","ssmg_reported","incapacity_benefit_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","ossben_identifiable_subset","srp_regular_code5","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_spi_income_spine@1","mass":"conserve","outputs":[{"column":"charitable_investment_gifts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"gift_aid","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_investment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_employment_benefits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employment_expenses","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_social_security_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_taxable_termination_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_miscellaneous_employment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_other_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_state_pension_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_employed_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_earned_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_total_investment_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"hmrc_spi_assessable_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"savings_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dividend_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employer_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"personal_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"individual_savings_account_interest_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"attendance_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"state_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"carers_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"winter_fuel_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"trading_loss","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"loss_relief","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ni_class_4_losses_brought_forward","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_income_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_pay","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_unemployment_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"hmrc_spi_incapacity_benefit_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"self_employment_income_other_spells","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"private_pension_income_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"contributory_benefits_annual_share","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"annuity_and_trust_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"aa_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_sc_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"dla_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_m_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pip_dl_category","dtype":"string","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_startup_period","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_includes_support_component","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"reports_rent_from_other_property","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"stands_as_sole_owner_or_partner_of_company","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_engaged_in_owned_company_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_is_main_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_trade","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_company_carries_on_property_business","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"person_is_spi_income_recipient","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_spi_income_spine","stage_contract_sha256":"b12912d2eee7e34ade513aa02dd554cbb26a7dc014155a031c53d1defe53a077","time_period":"2024"},"population":"spi_income_band_donors","sources":["frs"],"structural":"none","weights":null},{"base":"spi_income_band_donors","citation":"","description":"Ownership boundary before company_cars rewrites.","id":"company_cars.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage company_cars.","id":"company_cars","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient"],"entity":"person","rows":"all"}],"kernel":"uk.stage.company_cars@1","mass":"conserve","outputs":[{"column":"company_car_list_price","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_co2_emissions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_fuel_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_electric_range","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_capital_contributions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"company_car_private_fuel_provided","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"uc_is_in_gainful_self_employment","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"company_cars","stage_contract_sha256":"a4e0348ecb76f8550486df0682d4f2d6b7d2dee3038f5bbcf6bd0a347b7dfa6a","time_period":"2024"},"population":"company_cars.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"company_cars.boundary","citation":"","description":"Ownership boundary before spi_housing_shell rewrites.","id":"spi_housing_shell.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_housing_shell.","id":"spi_housing_shell","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["council_tax_single_adult_raw","household_support_channel","ons_household_type","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","is_household_head","other_investment_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported","uc_is_in_gainful_self_employment"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_housing_shell@1","mass":"conserve","outputs":[{"column":"tenure_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"accommodation_type","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_band","dtype":"string","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"num_bedrooms","dtype":"int64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_reported","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"rent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_interest_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"mortgage_capital_repayment","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"structural_insurance_payments","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_service_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"water_and_sewerage_charges","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"domestic_rates","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"subrent","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_rebate","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"housing_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"council_tax_benefit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_housing_shell","stage_contract_sha256":"524549b7dfbd0fceb505311eb0c3b923cfe3b11a8acd5ecfbfbcbb477e142eb1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_wealth.","id":"was_wealth","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_wealth@1","mass":"conserve","outputs":[{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"corporate_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"private_pension_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gross_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"net_financial_wealth","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"savings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"num_vehicles","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cash_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"mortgage_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"consumer_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"student_loan_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"directly_held_shares","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"unit_and_investment_trusts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_secured_debt","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_wealth","stage_contract_sha256":"e648f94320deffd15d4e7c2f51e044e8b3572b24bb62d65f157edcb8f31753b5","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage was_lisa.","id":"was_lisa","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.was_lisa@1","mass":"conserve","outputs":[{"column":"has_lifetime_isa","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_lifetime_isa_balance","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"was_lisa","stage_contract_sha256":"bf0389b9b72cd952ff1290dc190f2860497f6c68bb08dc2fa6f523bb33f59ab1","time_period":"2024"},"population":"spi_housing_shell.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_housing_shell.boundary","citation":"","description":"Ownership boundary before regional_property_uprating rewrites.","id":"regional_property_uprating.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_property_uprating.","id":"regional_property_uprating","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_lifetime_isa_balance","household_support_channel","region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_property_uprating@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"owned_land","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"other_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"non_residential_property_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_property_uprating","stage_contract_sha256":"f45db95fde3f93731c0925b9bf8c12021921df2e4908770acdec1e3c97889277","time_period":"2024"},"population":"regional_property_uprating.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"regional_property_uprating.boundary","citation":"","description":"Run structural UK stage high_value_home_support.","id":"high_value_home_support","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.high_value_home_support@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_high_value_support_copy","bool"],["household","high_value_support_copies","int64"],["household","high_value_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"high_value_home_support","stage_contract_sha256":"174f4b38228d98107bee1639d1a297a2748bb618e87c7bd0a6c869c6ab06f8fa","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by high_value_home_support.","id":"high_value_home_support.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_high_value_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"high_value_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_high_value_support_copy","household.high_value_support_copies","household.high_value_support_copy_index"]},"population":"high_value_home_support","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage regional_home_values.","id":"regional_home_values","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["high_value_support_copy_index","household_is_high_value_support_copy","household_source_id","region","tenure_type"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.regional_home_values@1","mass":"conserve","outputs":[{"column":"main_residence_value","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_wealth","dtype":"float64","entity":"household","ownership":"produced","rewrite":true,"rows":"all"},{"column":"main_residence_value_rank_basis","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"regional_home_values","stage_contract_sha256":"48e8a622c8830a54a4c48d9d8cb4f011751aa05d7cb5f6c7f0e06e1121b720b1","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_components.","id":"property_components","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["main_residence_value_rank_basis","non_residential_property_value","other_residential_property_value","region","subrent"],"entity":"household","rows":"all"},{"columns":["age","is_household_head","person_is_spi_income_recipient","person_support_channel"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_components@1","mass":"conserve","outputs":[{"column":"property_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_finance_costs","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"property_rental_income","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_components","stage_contract_sha256":"5022c27a480f057f8b8a4f87d9305ad00b1b9c724b225e37b02403b79b99f82e","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage property_purchases.","id":"property_purchases","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.property_purchases@1","mass":"conserve","outputs":[{"column":"additional_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"non_residential_property_purchased","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"property_purchases","stage_contract_sha256":"7af04815a11c84990306ea0293606448cdce83bb57359fe3bb4ffbf592a39fb2","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage nts_bus_travel.","id":"nts_bus_travel","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.nts_bus_travel@1","mass":"conserve","outputs":[{"column":"local_bus_use_band","dtype":"int64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_in_london_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"other_local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_trips","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"bus_pass_eligible","dtype":"bool","entity":"person","ownership":"produced","rows":"all"},{"column":"local_bus_single_fare_share","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"household_local_bus_trips","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"nts_bus_travel","stage_contract_sha256":"f96c01de0180936596838a5cfb586e398ac33e521b4e2e58f6ed10c0dfd2fea8","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage lcfs_consumption.","id":"lcfs_consumption","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.lcfs_consumption@1","mass":"conserve","outputs":[{"column":"food_and_non_alcoholic_beverages_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"alcohol_and_tobacco_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"clothing_and_footwear_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"housing_water_and_electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"household_furnishings_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"health_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"transport_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"communication_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"recreation_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"education_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"restaurants_and_hotels_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"miscellaneous_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"petrol_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"diesel_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_fare_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"domestic_energy_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"electricity_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"gas_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"liquid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"solid_fuel_consumption","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"has_fuel_consumption","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"uses_energy_prepayment_meter","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"wine_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"spirits_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_fermented_litres","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"beer_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cider_draught_share","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigarettes_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"hand_rolling_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"cigars_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"other_tobacco_grams_per_week","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_gaming_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"pool_betting_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bingo_net_receipts","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"national_lottery_ticket_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_casino_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_lower_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_standard_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"machine_games_higher_rate_net_takings","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"land_based_fixed_odds_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_uk_horseracing_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"remote_other_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"betting_exchange_commission","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"horse_and_dog_pool_betting_net_losses","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"lcfs_consumption","stage_contract_sha256":"5e250659703c5adff30913542045ec0a0a78993db0d097137cea9a69f912de99","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_vat.","id":"etb_vat","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_vat@1","mass":"conserve","outputs":[{"column":"full_rate_vat_expenditure_rate","dtype":"float64","entity":"household","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_vat","stage_contract_sha256":"216b28835eba7a952243134dffbb45a1b3a0cdff2e3e7d0e94e2acbf754052b5","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage etb_services.","id":"etb_services","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share"],"entity":"person","rows":"all"}],"kernel":"uk.stage.etb_services@1","mass":"conserve","outputs":[{"column":"dfe_education_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"bus_subsidy_spending","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"rail_usage","dtype":"float64","entity":"household","ownership":"produced","rows":"all"},{"column":"a_and_e_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"admitted_patient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"outpatient_visits","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_a_and_e_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_admitted_patient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"nhs_outpatient_spending","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"etb_services","stage_contract_sha256":"2c5f860468ce64c1b7216e15d1f0f832d6dca5039b034af3e71470f4f682d21a","time_period":"2024"},"population":"high_value_home_support","sources":["frs"],"structural":"none","weights":null},{"base":"high_value_home_support","citation":"","description":"Ownership boundary before uc_reporter_redraw rewrites.","id":"uc_reporter_redraw.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_reporter_redraw.","id":"uc_reporter_redraw","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_reporter_redraw@1","mass":"conserve","outputs":[{"column":"universal_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_reporter_redraw","stage_contract_sha256":"b03d4947d6cb0404ba410c548e1850d5abe0c7dae2dc097d419b63eea04920a9","time_period":"2024"},"population":"uc_reporter_redraw.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_reporter_redraw.boundary","citation":"","description":"Ownership boundary before spi_benefit_coherence rewrites.","id":"spi_benefit_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage spi_benefit_coherence.","id":"spi_benefit_coherence","inputs":[{"columns":["benunit_support_channel","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["aa_category","age","attendance_allowance_reported","dla_m_category","dla_m_reported","dla_sc_category","dla_sc_reported","esa_contrib_reported","incapacity_benefit_reported","is_uc_claimant","person_source_id","person_support_channel","pip_dl_category","pip_dl_reported","pip_m_category","pip_m_reported","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.spi_benefit_coherence@1","mass":"conserve","outputs":[{"column":"jsa_contrib_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"jsa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"esa_income_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"income_support_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"working_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_tax_credit_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"sda_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"ssmg_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"iidb_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"afcs_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"bsp_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"war_widows_pension_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"widowed_parents_allowance_reported","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_enhanced_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"is_severely_disabled_for_benefits","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"receives_benefits_in_own_right","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"spi_benefit_coherence","stage_contract_sha256":"ad3bfd51b377963c1d976a82416283aeb7b80d9f89b44c0e5db79e3598e815d5","time_period":"2024"},"population":"spi_benefit_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"spi_benefit_coherence.boundary","citation":"","description":"Ownership boundary before uc_capital_coherence rewrites.","id":"uc_capital_coherence.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_capital_coherence.","id":"uc_capital_coherence","inputs":[{"columns":["benunit_support_channel","dependent_children","is_married"],"entity":"benunit","rows":"all"},{"columns":["non_residential_property_secured_debt","non_residential_property_value","other_residential_property_secured_debt","other_residential_property_value","owned_land","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","individual_savings_account_interest_income","is_benunit_head","is_household_head","is_parent","other_investment_income","person_support_channel","savings_interest_income","universal_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_capital_coherence@1","mass":"conserve","outputs":[{"column":"uc_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"pension_credit_reported_capital","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"frs_benunit_capital","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_capital_coherence","stage_contract_sha256":"67478de55540a138448d9da387a64e5e2afbb17caf17b244bc3baaa34de56022","time_period":"2024"},"population":"uc_capital_coherence.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_capital_coherence.boundary","citation":"","description":"Ownership boundary before uc_take_up rewrites.","id":"uc_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_take_up.","id":"uc_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_take_up","stage_contract_sha256":"1f5bb5a59426d5a1f0a8ba40180b744725be29dea741a4e93924f4f55e9a7e11","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_legacy_closure_take_up.","id":"uc_legacy_closure_take_up","inputs":[{"columns":["frs_benunit_capital","would_claim_uc"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","child_tax_credit_reported","esa_income_reported","housing_benefit_reported","income_support_reported","is_claimant_or_partner","jsa_income_reported","universal_credit_reported","working_tax_credit_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_legacy_closure_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_uc_at_legacy_closure","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_legacy_closure_take_up","stage_contract_sha256":"bd7d87d11fb5271cd5a3e26a0268f2eaacb155fa87a9f4a8f00a6418b6da6b5c","time_period":"2024"},"population":"uc_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"uc_take_up.boundary","citation":"","description":"Ownership boundary before pension_credit_take_up rewrites.","id":"pension_credit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage pension_credit_take_up.","id":"pension_credit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.pension_credit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_pc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"has_mixed_age_couple_pension_credit_saving","dtype":"bool","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"pension_credit_take_up","stage_contract_sha256":"e887dbbb186cb79f6d3fc9a629269dbac4a43381b9574df65353b816f01a3a35","time_period":"2024"},"population":"pension_credit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"pension_credit_take_up.boundary","citation":"","description":"Ownership boundary before child_benefit_take_up rewrites.","id":"child_benefit_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage child_benefit_take_up.","id":"child_benefit_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.child_benefit_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_child_benefit","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"child_benefit_opts_out","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"child_benefit_take_up","stage_contract_sha256":"c99071c19d0184440163f7ab49ee33cc19ad0ad4e2f6462ed50c36917b0da364","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage uc_deduction_attributes.","id":"uc_deduction_attributes","inputs":[{"columns":["child_benefit_opts_out","frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age"],"entity":"person","rows":"all"}],"kernel":"uk.stage.uc_deduction_attributes@1","mass":"conserve","outputs":[{"column":"uc_deduction_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_type_random_draw","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_latent_deduction_rate","dtype":"float64","entity":"benunit","ownership":"produced","rows":"all"},{"column":"uc_deduction_combination","dtype":"string","entity":"benunit","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"uc_deduction_attributes","stage_contract_sha256":"6bc7e3ec1a5712e23ca1b7d2956e8b17f2526b94431ba3e5a9294b04658e4fe0","time_period":"2024"},"population":"child_benefit_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"child_benefit_take_up.boundary","citation":"","description":"Run structural UK stage cgt_support_split.","id":"cgt_support_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_support_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_support_copy","bool"],["household","cgt_support_copies","int64"],["household","cgt_support_copy_index","int64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_support_split","stage_contract_sha256":"88a0f5974de73dc778a782c9ce6e5f811e9d17e9eb86a30207bc9276134e53af","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_support_split.","id":"cgt_support_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_support_copy","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copies","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_support_copy_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_support_copy","household.cgt_support_copies","household.cgt_support_copy_index"]},"population":"cgt_support_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_support_split","citation":"","description":"Run structural UK stage cgt_incidence_clone.","id":"cgt_incidence_clone","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_clone@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_capital_gains_clone","bool"],["person","capital_gains","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_clone","stage_contract_sha256":"29198953c5522c9b996b981478909916870977a79e9f2feb2db7e9e72ef15de8","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_incidence_clone.","id":"cgt_incidence_clone.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_capital_gains_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_capital_gains_clone","person.capital_gains"]},"population":"cgt_incidence_clone","sources":[],"structural":"none","weights":null},{"base":"cgt_incidence_clone","citation":"","description":"Ownership boundary before hmrc_cgt_gains_spine rewrites.","id":"hmrc_cgt_gains_spine.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_gains_spine.","id":"hmrc_cgt_gains_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cgt_support_copies","corporate_wealth","gross_financial_wealth","household_is_cgt_support_copy","non_residential_property_value","other_residential_property_value","region"],"entity":"household","rows":"all"},{"columns":["age","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_gains_spine@1","mass":"conserve","outputs":[{"column":"capital_gains","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_gains_spine","stage_contract_sha256":"b5d27d6b6307acec73a9336a00ef3e4cd900164787362e1157a49ffaa8af50ef","time_period":"2024"},"population":"hmrc_cgt_gains_spine.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"hmrc_cgt_gains_spine.boundary","citation":"","description":"Run structural UK stage cgt_incidence_anchor.","id":"cgt_incidence_anchor","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_is_capital_gains_clone","region"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","dividend_income","employment_income","individual_savings_account_interest_income","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_incidence_anchor@1","mass":"conserve","outputs":[],"params":{"expand_cells":[],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_incidence_anchor","stage_contract_sha256":"ed54c55428e56d7597c57c8459b014aa43b2ff9495b903f0b789bd5e4264ca9a","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":"cgt_incidence_anchor","citation":"","description":"Run structural UK stage cgt_residential_split.","id":"cgt_residential_split","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains"],"entity":"person","rows":"all"}],"kernel":"uk.stage.expand.cgt_residential_split@1","mass":"conserve","outputs":[],"params":{"expand_cells":[["household","household_is_cgt_residential_clone","bool"],["household","cgt_residential_clone_index","int64"],["person","cgt_residential_probability","float64"],["person","capital_gains_residential_property","float64"]],"expand_weight_entity":"household","expand_weight_kind":"importance","numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"cgt_residential_split","stage_contract_sha256":"57d73fd1e8673d747fed04bb73b3eb1a8b215f73b7d24dd5b191b10ecf1e505f","time_period":"2024"},"population":null,"sources":["frs"],"structural":"expand","weights":null},{"base":null,"citation":"","description":"Own the cells materialized by cgt_residential_split.","id":"cgt_residential_split.owned","inputs":[],"kernel":"uk.claim@1","mass":"conserve","outputs":[{"column":"household_is_cgt_residential_clone","dtype":"bool","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_clone_index","dtype":"int64","entity":"household","ownership":"produced","rows":"all"},{"column":"cgt_residential_probability","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_residential_property","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"materialized_expand_outputs":["household.household_is_cgt_residential_clone","household.cgt_residential_clone_index","person.cgt_residential_probability","person.capital_gains_residential_property"]},"population":"cgt_residential_split","sources":[],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage hmrc_cgt_asset_type_spine.","id":"hmrc_cgt_asset_type_spine","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["corporate_wealth","gross_financial_wealth","other_residential_property_value","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","capital_gains","capital_gains_residential_property","dividend_income","property_income","reports_rent_from_other_property","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.hmrc_cgt_asset_type_spine@1","mass":"conserve","outputs":[{"column":"capital_gains_asset_type","dtype":"string","entity":"person","ownership":"produced","rows":"all"},{"column":"capital_gains_badr","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"hmrc_cgt_asset_type_spine","stage_contract_sha256":"722e19b00e13d98ce9fde4069ef6ebf3e30ed9143871bec788992a36b94b5e85","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage salary_sacrifice.","id":"salary_sacrifice","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr"],"entity":"person","rows":"all"}],"kernel":"uk.stage.salary_sacrifice@1","mass":"conserve","outputs":[{"column":"pension_contributions_via_salary_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"pension_contributions_via_bonus_sacrifice","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"employee_pension_contributions","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"employment_income","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"},{"column":"salary_sacrifice_pre_conversion_pay","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"salary_sacrifice","stage_contract_sha256":"d653f391e521528a66aae725488c307945ed870203e3070c89766ecaae392624","time_period":"2024"},"population":"cgt_residential_split","sources":["frs"],"structural":"none","weights":null},{"base":"cgt_residential_split","citation":"","description":"Ownership boundary before carers_allowance_take_up rewrites.","id":"carers_allowance_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage carers_allowance_take_up.","id":"carers_allowance_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay"],"entity":"person","rows":"all"}],"kernel":"uk.stage.carers_allowance_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_carers_allowance","dtype":"bool","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"carers_allowance_take_up","stage_contract_sha256":"7cf2cf79bd0f9a92f2a334081a35c8bfe24a0b841131fb9a8b8aceee6caf2dba","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage student_loans.","id":"student_loans","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["region"],"entity":"household","rows":"all"},{"columns":["age","age_left_full_time_education","current_education","highest_education","reports_outstanding_student_loan","student_loan_repayments","student_loans","would_claim_carers_allowance"],"entity":"person","rows":"all"}],"kernel":"uk.stage.student_loans@1","mass":"conserve","outputs":[{"column":"student_loan_plan","dtype":"string","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"student_loans","stage_contract_sha256":"157d9ee607633e4246ed06eeee3aac3cdff98118e72400e18b84c11b3fd2b92b","time_period":"2024"},"population":"carers_allowance_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"base":"carers_allowance_take_up.boundary","citation":"","description":"Ownership boundary before childcare_copy_take_up rewrites.","id":"childcare_copy_take_up.boundary","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.identity@1","mass":"conserve","outputs":[],"params":{},"population":null,"sources":[],"structural":"filter","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage childcare_copy_take_up.","id":"childcare_copy_take_up","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_uc_childcare","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.childcare_copy_take_up@1","mass":"conserve","outputs":[{"column":"would_claim_tfc","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_extended_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_universal_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"would_claim_targeted_childcare","dtype":"bool","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"maximum_extended_childcare_hours_usage","dtype":"float64","entity":"benunit","ownership":"produced","rewrite":true,"rows":"all"},{"column":"max_free_entitlement_hours_used","dtype":"float64","entity":"person","ownership":"produced","rewrite":true,"rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"childcare_copy_take_up","stage_contract_sha256":"cdbb7e135b16fac7ca1bcd6c54222821e2976b4da99f10a60913efd0ba03c13c","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage private_school_attendance.","id":"private_school_attendance","inputs":[{"columns":["frs_benunit_capital","is_married","dependent_children","liable_for_share_of_household_rent","would_claim_child_benefit","child_benefit_opts_out","would_claim_pc","would_claim_uc","would_claim_tfc","would_claim_extended_childcare","would_claim_universal_childcare","would_claim_targeted_childcare","would_claim_uc_childcare","maximum_extended_childcare_hours_usage","benunit_source_id","benunit_support_channel","benunit_support_clone_index","uc_reported_capital","pension_credit_reported_capital","would_claim_uc_at_legacy_closure","has_mixed_age_couple_pension_credit_saving","uc_deduction_random_draw","uc_deduction_type_random_draw","uc_latent_deduction_rate","uc_deduction_combination"],"entity":"benunit","rows":"all"},{"columns":["region","tenure_type","accommodation_type","num_bedrooms","council_tax_reported","council_tax_band","council_tax_rebate","council_tax_single_adult_raw","water_and_sewerage_charges","domestic_rates","rent","subrent","mortgage_interest_repayment","mortgage_capital_repayment","structural_insurance_payments","housing_service_charges","external_child_payments","ons_household_type","council_tax","household_owns_tv","would_evade_tv_licence_fee","main_residential_property_purchased_is_first_home","property_purchased","brma","source_household_id","source_year","source_household_key","household_source_id","household_support_channel","household_support_clone_index","household_is_spi_synthetic","household_is_spi_income_band_donor","spi_income_band_donor_lower_bound","owned_land","property_wealth","corporate_wealth","private_pension_wealth","gross_financial_wealth","net_financial_wealth","main_residence_value","other_residential_property_value","non_residential_property_value","savings","num_vehicles","cash_isa","stocks_and_shares_isa","mortgage_debt","consumer_debt","directly_held_shares","unit_and_investment_trusts","other_residential_property_secured_debt","non_residential_property_secured_debt","household_lifetime_isa_balance","household_is_high_value_support_copy","high_value_support_copies","high_value_support_copy_index","main_residence_value_rank_basis","additional_residential_property_purchased","non_residential_property_purchased","household_local_bus_trips","food_and_non_alcoholic_beverages_consumption","alcohol_and_tobacco_consumption","clothing_and_footwear_consumption","housing_water_and_electricity_consumption","household_furnishings_consumption","health_consumption","transport_consumption","communication_consumption","recreation_consumption","education_consumption","restaurants_and_hotels_consumption","miscellaneous_consumption","petrol_spending","diesel_spending","bus_fare_spending","domestic_energy_consumption","electricity_consumption","gas_consumption","liquid_fuel_consumption","solid_fuel_consumption","has_fuel_consumption","uses_energy_prepayment_meter","beer_litres","cider_litres","wine_litres","spirits_litres","other_fermented_litres","beer_draught_share","cider_draught_share","cigarettes_per_week","hand_rolling_tobacco_grams_per_week","cigars_grams_per_week","other_tobacco_grams_per_week","remote_gaming_net_losses","pool_betting_net_receipts","bingo_net_receipts","national_lottery_ticket_spending","land_based_casino_net_losses","machine_games_lower_rate_net_takings","machine_games_standard_rate_net_takings","machine_games_higher_rate_net_takings","land_based_fixed_odds_betting_net_losses","remote_uk_horseracing_betting_net_losses","remote_other_betting_net_losses","betting_exchange_commission","horse_and_dog_pool_betting_net_losses","full_rate_vat_expenditure_rate","dfe_education_spending","rail_subsidy_spending","bus_subsidy_spending","rail_usage","household_is_cgt_support_copy","cgt_support_copies","cgt_support_copy_index","household_is_capital_gains_clone","household_is_cgt_residential_clone","cgt_residential_clone_index"],"entity":"household","rows":"all"},{"columns":["age","gender","months_since_last_birthday","marital_status","hours_worked","care_hours","frs_care_hours_in_household","is_household_head","is_benunit_head","is_parent","is_blind","is_uc_claimant","is_claimant_or_partner","is_hbai_dependent_child","uc_is_in_startup_period","uc_is_in_gainful_self_employment","rent_paid_as_boarder","rent_paid_as_lodger","employment_income","self_employment_income","trading_loss","loss_relief","ni_class_4_losses_brought_forward","private_pension_income","annuity_and_trust_income","individual_savings_account_interest_income","savings_interest_income","dividend_income","other_investment_income","stands_as_sole_owner_or_partner_of_company","is_engaged_in_owned_company_trade","owned_company_is_main_employment","owned_company_carries_on_trade","owned_company_carries_on_property_business","owned_company_income_share","property_income","reports_rent_from_other_property","maintenance_income","spousal_maintenance_income","miscellaneous_income","private_transfer_income","lump_sum_income","student_loan_repayments","statutory_sick_pay","statutory_maternity_pay","statutory_paternity_pay","student_loans","access_fund","education_grants","healthy_start_vouchers","free_school_breakfasts","free_school_fruit_veg","free_school_meals","council_tax_benefit_reported","maintenance_expenses","childcare_expenses","personal_pension_contributions","employee_pension_contributions","pension_contributions_via_salary_sacrifice","salary_sacrifice_reported","salary_sacrifice_asked","frs_bonus_amount","frs_company_car_price_band","frs_company_car_fuel_code","frs_company_car_private_fuel","frs_company_car_contribution","child_benefit_reported","income_support_reported","housing_benefit_reported","attendance_allowance_reported","dla_sc_reported","dla_m_reported","iidb_reported","carers_allowance_reported","would_claim_carers_allowance","sda_reported","afcs_reported","ssmg_reported","pension_credit_reported","child_tax_credit_reported","working_tax_credit_reported","state_pension_reported","winter_fuel_allowance_reported","incapacity_benefit_reported","universal_credit_reported","pip_m_reported","pip_dl_reported","jsa_contrib_reported","jsa_income_reported","esa_contrib_reported","esa_income_reported","esa_includes_support_component","bsp_reported","war_widows_pension_reported","widowed_parents_allowance_reported","relationship_to_head","ons_family_role","ons_family_index","is_looked_after_by_local_authority","child_limit_non_parental_caring_exception","employment_status","employment_sector","sic_industry_division","aa_category","dla_sc_category","dla_m_category","pip_m_category","pip_dl_category","is_disabled_for_benefits","is_enhanced_disabled_for_benefits","is_severely_disabled_for_benefits","current_education","highest_education","is_in_non_advanced_education","is_in_approved_training","age_started_or_accepted_current_education_or_training","is_before_universal_credit_qualifying_young_person_terminal_date","adult_ema","child_ema","receives_benefits_in_own_right","reports_outstanding_student_loan","age_left_full_time_education","legacy_jobseeker_proxy","esa_health_condition_proxy","esa_support_group_proxy","disabled_students_allowance_eligible_expenses","max_free_entitlement_hours_used","would_claim_marriage_allowance","would_claim_scp","attends_private_school_random_draw","tax_free_childcare_spend_routed_share","is_apprentice","hmrc_spi_pay","hmrc_spi_unemployment_benefit_income","hmrc_spi_incapacity_benefit_income","ossben_identifiable_subset","srp_regular_code5","employer_pension_contributions","employment_income_annual_share","employment_income_other_spells","self_employment_income_annual_share","self_employment_income_other_spells","private_pension_income_annual_share","contributory_benefits_annual_share","person_source_id","person_support_channel","person_support_clone_index","person_is_spi_income_band_carrier","charitable_investment_gifts","gift_aid","hmrc_spi_employment_benefits","hmrc_spi_employment_expenses","hmrc_spi_other_social_security_income","hmrc_spi_taxable_termination_pay","hmrc_spi_miscellaneous_employment_income","hmrc_spi_other_income","hmrc_spi_state_pension_income","property_finance_costs","hmrc_spi_employed_income","hmrc_spi_total_earned_income","hmrc_spi_total_investment_income","hmrc_spi_assessable_income","person_is_spi_income_recipient","company_car_list_price","company_car_co2_emissions","company_car_fuel_type","company_car_electric_range","company_car_capital_contributions","company_car_private_fuel_provided","student_loan_balance","has_lifetime_isa","lifetime_isa_balance","property_rental_income","local_bus_use_band","bus_in_london_trips","other_local_bus_trips","local_bus_trips","bus_pass_eligible","local_bus_single_fare_share","a_and_e_visits","admitted_patient_visits","outpatient_visits","nhs_a_and_e_spending","nhs_admitted_patient_spending","nhs_outpatient_spending","capital_gains","cgt_residential_probability","capital_gains_residential_property","capital_gains_asset_type","capital_gains_badr","pension_contributions_via_bonus_sacrifice","salary_sacrifice_pre_conversion_pay","student_loan_plan"],"entity":"person","rows":"all"}],"kernel":"uk.stage.private_school_attendance@1","mass":"conserve","outputs":[{"column":"attends_private_school","dtype":"bool","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"private_school_attendance","stage_contract_sha256":"7e44379c0331fe4c9de05cd76a075c1a6aa22cf0dec6cd2f91b277e70f14a038","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage isa_subscriptions.","id":"isa_subscriptions","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["cash_isa","region","stocks_and_shares_isa"],"entity":"household","rows":"all"},{"columns":["age","attends_private_school","dividend_income","employment_income","gender","has_lifetime_isa","individual_savings_account_interest_income","lifetime_isa_balance","loss_relief","miscellaneous_income","private_pension_income","property_income","savings_interest_income","self_employment_income","state_pension_reported"],"entity":"person","rows":"all"}],"kernel":"uk.stage.isa_subscriptions@1","mass":"conserve","outputs":[{"column":"cash_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_balance","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"cash_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"stocks_and_shares_isa_subscriptions","dtype":"float64","entity":"person","ownership":"produced","rows":"all"},{"column":"lifetime_isa_payments","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"isa_subscriptions","stage_contract_sha256":"9fc3e3ecf333df38206c9627470ca0c1a9d8abbea7534f6367e01868fdc3081f","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null},{"artifact_outputs":[{"name":"stage_evidence","type":{"name":"microcosm.stage-evidence","schema_version":1}}],"base":null,"citation":"","description":"Run UK spine stage trading_allowance_receipts.","id":"trading_allowance_receipts","inputs":[{"columns":["frs_benunit_capital"],"entity":"benunit","rows":"all"},{"columns":["household_source_id","region"],"entity":"household","rows":"all"},{"columns":["age","lifetime_isa_payments","self_employment_income"],"entity":"person","rows":"all"}],"kernel":"uk.stage.trading_allowance_receipts@1","mass":"conserve","outputs":[{"column":"self_employment_gross_receipts","dtype":"float64","entity":"person","ownership":"produced","rows":"all"}],"params":{"numerical_dependencies":[["policyengine-uk","2.165.1"],["policyengine-core","3.33.3"],["numpy","2.4.6"],["pandas","3.0.3"],["scikit-learn","1.8.0"],["quantile-forest","1.4.2"]],"stage":"trading_allowance_receipts","stage_contract_sha256":"f91329806570bd874750845816de96b28160e766e8e26bf1174cb0809ad8ff43","time_period":"2024"},"population":"childcare_copy_take_up.boundary","sources":["frs"],"structural":"none","weights":null}],"sources":[{"codec":"csv-tables","description":"Content-bound UK FRS and donor fixture/source bundle.","name":"frs"}]}